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July 6, 2026 – July 11, 2026

Microsoft at ICML 2026

Korean Standard Time (UTC +9)

位置: Seoul, Korea

出版物

表示方法:

- BlueCodeAgent: A Blue Teaming Agent Enabled by Automated Red Teaming for CodeGen AI
  
  Chengquan Guo, Yuzhou Nie, Chulin Xie, Zinan Lin, Wenbo Guo, Bo Li
  
  ICML 2026 | October 2026
  
  Publication
- When does predictive inverse dynamics outperform behavior cloning?
  
  Lukas Schäfer, Pallavi Choudhury, Abdelhak Lemkhenter, Chris Lovett, Somjit Nath, Luis França, Matheus Ribeiro Furtado de Mendonça, Alex Lamb, Riashat Islam, Siddhartha Sen, John Langford, Katja Hofmann, Sergio Valcarcel Macua
  
  International Conference on Machine Learning
  
  Publication プロジェクト
- Euclean: Automated Geometry Problem Formalization with Unified Verification in Lean
  
  Linbin Tang, Jingyan You, Zilin Kang, Hanzhang Liu, Sophia Zhang, Zenan Li, Chenrui Cao, Liangcheng Song, Jiaao Wu, Xian Zhang, Fan Yang
  
  2026 ICML 2026 | July 2026
  
  PDF
- Private Learning with Public Feature Conditioning
  
  Shuli Jiang, Walid Krichene, Nicolas Mayoraz
  
  ICML 2026 | July 2026
  
  Publication
- PISCES: Annotation-free Text-to-Video Post-Training via Optimal Transport-Aligned Rewards
  
  Minh-Quan Le, Gaurav Mittal, Cheng Zhao, David Gu, Dimitris Samaras, Mei Chen
  
  ICML 2026 | July 2026
  
  Preprint PDF DOI Publication
- Reasoning about Reasoning: BAPO Bounds on Chain-of-Thought Token Complexity in LLMs
  
  Kiran Tomlinson, Tobias Schnabel, Adith Swaminathan, Jennifer Neville
  
  ICML | July 2026
  
  Preprint
- Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use
  
  Aradhye Agarwal, Gurdit Siyan, Yash Pandya, Joykirat Singh, Akshay Nambi, Ahmed Awadallah
  
  2026 International Conference on Machine Learning (ICML) | July 2026
  
  Publication
- CrispEdit: Low-Curvature Projections for Scalable Non-Destructive LLM Editing
  
  Zarif Ikram, Arad Firouzkouhi, Stephen Tu, Mahdi Soltanolkotabi, Paria Rashidinejad
  
  ICML 2026 | July 2026
  
  Publication
- Differentially Private Synthetic Data via APIs 4: Tabular Data
  
  Toan Tran, Arturs Backurs, Zinan Lin, Victor Reis, Li Xiong, Sergey Yekhanin
  
  ICML 2026 | July 2026
  
  Publication プロジェクト
- HOBIT: Hardness Optimized Batch Sampling for InfoNCE Training
  
  Himanshu Dutta, Lokesh Nagalapatti, Yashoteja Prabhu
  
  International Conference on Machine Learning | July 2026
  
  Spotlight Acceptance
  
  Publication PDF
- Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity
  
  Menglin Xia, Xuchao Zhang, Shantanu Dixit, Paramaguru Harimurugan, Rujia Wang, Victor Ruehle, Robert Sim, Chetan Bansal, Saravan Rajmohan
  
  ICML 2026 | July 2026
  
  Preprint
- Position: Web Agents Should Use Typed Actions Instead of Click-Based Browsing
  
  Linxi Jiang, Rui Xi, Zhijie Liu, Shuo Chen, Zhiqiang Lin, Suman Nath
  
  International Conference on Machine Learning | July 2026
  
  Publication
- Minibatch Selection for Language Models via Partition Matroid Constrained Gradient Matching
  
  Prayas Agrawal, Prateek Chanda, Ishita Khatri, Ganesh Ramakrishnan, Bamdev Mishra, Pratik Jawanpuria
  
  2026 ICML 2026 | June 2026
  
  DOI
- Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases
  
  Zhao Tan, Yiji Zhao, Shiyu Wang, Chang Xu, Yuxuan Liang, Xiping Liu, Shirui Pan, Ming Jin
  
  ICML 2026 | June 2026
  
  Publication
- Bandit Social Leaning Dynamics with Exploration Episodes
  
  Kiarash Banihashem, Natalie Collina, Aleksandrs Slivkins
  
  2026 ICML 2026 | June 2026
  
  DOI
- A Benchmark and Framework for Evaluating Next Action Predictions in Spreadsheets
  
  Tejas Agrawal, Vu Le, Sumit Gulwani, Gust Verbruggen
  
  ICML 2026 | June 2026
  
  PDF
- ACON: Optimizing Context Compression for Long-horizon LLM Agents
  
  Minki Kang, Wei-Ning Chen, Dongge Han, Huseyin Inan, Lukas Wutschitz, Yanzhi Chen, Robert Sim, Saravan Rajmohan
  
  ICML 2026 | June 2026
  
  Publication
- Beyond Pixel Context Windows: Neural World Simulators with Persistent 3D State
  
  Samuel Garcin, Tom Walker, Steven McDonagh, Tim Pearce, Hakan Bilen, Tianyu He, Kaixin Wang, Jiang Bian
  
  ICML 2026 | June 2026
  
  Publication
- Beyond Prediction: Tail-Aware Scheduling for LLM Inference
  
  Yueying Li, Yuanfan Chen, Jiayang Chen, Esha Choukse, Haoran Qiu, Edward Suh, Rodrigo Fonseca, Zib Scully, Udit Gupta
  
  ICML 2026 | June 2026
  
  Publication Preprint プロジェクト
- Closing the Loop: Universal Repository Representation with RPG-Encoder
  
  Jane Luo, Chengyu Yin, Xin Zhang, Qingtao Li, Steven Liu, Yiming Huang, Jie Wu, Hao Liu, Yangyu Huang, Yu Kang, Fangkai Yang, Ying Xin, Scarlett Li
  
  ICML 2026 | June 2026
  
  Publication
- Contextual Slate GLM Bandits with Limited Adaptivity
  
  Tanmay Goyal, Sukruta Midigeshi, Gaurav Sinha
  
  ICML 2026 | June 2026
  
  Publication
- Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs
  
  JianKui Zhou, Jing Yao, Xiaoyuan Yi, Peng Zhang, Ning Gu, Zhan Hu, Xing Xie, Tun Lu
  
  ICML 2026 | June 2026
  
  Publication
- Entropy-Aware Dynamic KV Cache Sparsification for Autoregressive Image Generation and Editing
  
  Tong Tong, Ling Xing, Linjie Li, Rui Yan, Zhengyuan Yang, Lijuan Wang, Alex Jinpeng Wang
  
  ICML 2026 | June 2026
  
  Publication
- InfoAtlas: A Foundation Model for Zero-Shot Statistical Dependence Estimate
  
  Zhengyang Hu, Yanzhi Chen, Hanxiang Ren, Qunsong Zeng, Youyi Zheng, Adrian Weller, Kaibin Huang, Yanchao Yang
  
  ICML 2026 | June 2026
  
  Publication
- Position: Reasoning is a Learnable Rule-Based Process
  
  Rachel Lawrence, Jacqueline Maasch
  
  ICML 2026 | June 2026
  
  Publication
- Improving Diffusion Planners by Self-Supervised Action Gating with Energies
  
  Yuan Lu, Dongqi Han, Yansen Wang, Dongsheng Li
  
  ICML 2026 | May 2026
  
  Preprint Publication
- Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding
  
  Hee Suk Yoon, Eunseop Yoon, Jaehyun Jang, Soohwan Eom, Jiajing Hong, M. Hasegawa-Johnson, Qi Dai, Chong Luo, C. Yoo
  
  ICML 2026 | May 2026
  
  Publication
- D^3: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training
  
  Yuanjian Xu, Jianing Hao, Guang Zhang, Zhong Li
  
  ICML 2026 | May 2026
  
  Publication
- FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications
  
  Kieran Didi, Sarah Alamdari, Alex Lu, Bruce Wittmann, Kadina E. Johnston, Ava P. Amini, Ali Madani, Maya Czeneszew, Christian Dallago, Kevin Kaichuang Yang
  
  ICML 2026 | May 2026
  
  DOI
- Towards Efficient LLMs Annealing with Principled Sample Selection
  
  Yuanjian Xu, Jianing Hao, Wanbo Zhang, Zhong Li, Guang Zhang
  
  ICML 2026 | May 2026
  
  Publication
- Pull Requests as a Training Signal for Repo-Level Code Editing
  
  Qinglin Zhu, Tianyu Chen, Shuai Lu, Lei Ji, Runcong Zhao, Murong Ma, Xiangxiang Dai, Yulan He, Lin Gui, Peng Cheng, Yeyun Gong
  
  ICML 2026 | May 2026
  
  Publication
- MVP-LAM: Learning Action-Centric Latent Action via Cross-Viewpoint Reconstruction
  
  Jung Min Lee, Dohyeok Lee, Seokhun Ju, Taehyun Cho, Jin Woo Koo, Li Zhao, Sangwoo Hong, Jungwoo Lee
  
  ICML 2026 | May 2026
  
  Publication
- Thinned Mean Field Langevin Dynamics
  
  Zonghao Chen, Heishiro Kanagawa, Franc¸ois-Xavier Briol, Chris J. Oates, Lester Mackey
  
  ICML 2026 | May 2026
  
  Publication
- Diversity Over Frequency: Rethinking Tool Use in Visual Chain-of-Thought Agents
  
  Donghyun Kim, Reuben Tan, Donghyun Kim
  
  ICML 2026 | May 2026
  
  Publication
- Proact-VL: A Proactive VideoLLM for Real-Time AI Companions
  
  Weicai Yan, Yuhong Dai, Qimu Ran, Haodong Li, Wang Lin, Haodong Liao, Xing Xie, Tao Jin, Jianxun Lian
  
  ICML 2026 | May 2026
  
  Publication
- FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents
  
  Qizheng Li, Yifei Zhang, Xiao Yang, Xu Yang, Zhuo Wang, Weiqing Liu, Jiang Bian
  
  ICML 2026 | May 2026
  
  Publication
- Beyond Sunk Costs: Boosting LLM Pre-training Efficiency via Orthogonal Growth of Mixture-of-Experts
  
  Ruizhe Wang, Yucheng Ding, Xiao Liu, Yaoxiang Wang, Peng Cheng, Baining Guo, Zhengjun Zha, Yeyun Gong
  
  ICML 2026 | May 2026
  
  Publication
- On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length
  
  Sunghwan Kim, Junhee Cho, Beong-woo Kwak, Taeyoon Kwon, Liang Wang, Nan Yang, Xingxing Zhang, Furu Wei, Jinyoung Yeo
  
  ICML 2026 | May 2026
  
  Publication
- MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety
  
  Jialin Song, Xiaodong Liu, Weiwei Yang, Wuyang Chen, Mingqian Feng, Xuekai Zhu, Jianfeng Gao
  
  May 2026
  
  arXiv | May 2026
  
  Preprint
- ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation
  
  Yiran Wu, Mauricio Velazco, Andrew Zhao, Manuel Ra'ul Mel'endez Luj'an, Srisuma Movva, Yogesh K Roy, Quang-Huy Nguyen, Roberto Rodriguez, Qingyun Wu, Michael Albada, Julia Kiseleva, Anand Mudgerikar
  
  2026 ICML 2026 | May 2026
  
  Publication
- Moving Beyond Sparse Grounding with Complete Screen Parsing Supervision
  
  A. Said Gurbuz, Sunghwan Hong, Ahmed Nassar, Marc Pollefeys, Peter Staar
  
  ICML 2026 | May 2026
  
  Publication
- Distributional Alignment Games for Answer-Level Fine-Tuning
  
  M. Mohri, Jon Schneider, Yifan Wu
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
  
  Weijie Wang, Xiaoxuan He, Youping Gu, Yifan Yang, Zeyu Zhang, Yefei He, Yanbo Ding, Xirui Hu, Donny Y. Chen, Zhiyuan He, Yuqing Yang, Bohan Zhuang
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- Shuffle the Context: RoPE-Perturbed Self-Distillation for Long-Context Adaptation
  
  Zichong Li, Chen Liang, Liliang Ren, Tuo Zhao, Yelong Shen, Weizhu Chen
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
  
  Ziwei Zhou, Zeyuan Lai, Rui Wang, Yifan Yang, Zhening Xing, Yuqing Yang, Qi Dai, Lili Qiu, Chong Luo
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
  
  Mingqing Xiao, Yansen Wang, Dongqi Han, Caihua Shan, Dongsheng Li
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- RAGEN-2: Reasoning Collapse in Agentic RL
  
  Zihan Wang, Chi Gui, Xing Jin, Qineng Wang, Licheng Liu, Kangrui Wang, Shiqi Chen, Linjie Li, Zhengyuan Yang, Pingyue Zhang, Yiping Lu, Jiajun Wu, Fei-Fei Li, Lijuan Wang, Yejin Choi, Manling Li
  
  ICML 2026 | April 2026
  
  Publication
- Next-Token Prediction and Regret Minimization
  
  M. Mohri, C. Sanford, Jon Schneider, Kiran Vodrahalli, Yifan Wu
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook
  
  Jaehyeok Lee, Xiaoyuan Yi, Jingtao Yao, Hyunjin Hwang, Roy Ka-Wei Lee, Xing Xie, Jinyeong Bak
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- MoLoRA: Composable Specialization via Per-Token Adapter Routing
  
  Shrey Shah, Justin Wagle
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- Towards On-Policy SFT: Distribution Discriminant Theory and its Applications in LLM Training
  
  Miaosen Zhang, Yishan Liu, Shuxia Lin, Xu Yang, Qi Dai, Chong Luo, Wei Jiang, Peng-Fei Hou, Anxiang Zeng, Xin Geng, Baining Guo
  
  ICML 2026 | March 2026
  
  Preprint
- CAReDiO: Cultural Alignment via Representativeness and Distinctiveness Guided Data Optimization
  
  Jing Yao, Xiaoyuan Yi, Jindong Wang, Zhicheng Dou, Xing Xie
  
  ICML 2026 | March 2026
  
  Publication
- Compression as Adaptation: Implicit Visual Representation with Diffusion Foundation Models
  
  Jiajun He, Zongyu Guo, Zhaoyang Jia, Xiaoyi Zhang, Jiahao Li, Xiao Li, Bin Li, José Miguel Hernández-Lobato, Yan Lu
  
  2026 ICML 2026 | March 2026
  
  Publication Publication
- SlideSparse: Fast and Flexible (2N-2):2N Structured Sparsity
  
  Hanyong Shao, Yingbo Hao, Ting Song, Yan Xia, Di Zhang, Shaohan Huang, Xun Wu, Songcheng Xu, Le Xu, Li Dong, Zewen Chi, Yinxue Zou, Furu Wei
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- Contextualized Privacy Defense for LLM Agents
  
  Yule Wen, Yanzhe Zhang, Jianxun Lian, Xiaoyuan Yi, Xing Xie, Diyi Yang
  
  March 2026
  
  arXiv | March 2026
  
  Preprint
  
  Publication
- Interpreting and Steering State-Space Models via Activation Subspace Bottlenecks
  
  Vamshi Sunku Mohan, Kaustubh Gupta, Aneesha Das, Chandan Singh
  
  ICML 2026 | February 2026
  
  Publication
- Test-Time Learning of Causal Structure from Interventional Data
  
  Wei Chen, Rui Ding, Bojun Huang, Yang Zhang, Qiang Fu, Yuxuan Liang, Han Shi, Dongmei Zhang
  
  ICML 2026 | February 2026
  
  Publication
- 3DMedAgent: Unified Perception-to-Understanding for 3D Medical Analysis
  
  Ziyue Wang, Linghan Cai, Chang Han Low, Hao Liu, Junde Wu, Jingyu Wang, Rui Wang, Lei Song, Jiang Bian, Jingjing Fu, Yueming Jin
  
  ICML 2026 | February 2026
  
  DOI Publication Publication
- Benchmarking at the Edge of Comprehension
  
  Samuele Marro, Jialin Yu, Emanuele La Malfa, Oishi Deb, Jiawei Li, Yibo Yang, Ebey Abraham, Sunando Sengupta, Eric Sommerlade, Michael Wooldridge, Philip Torr
  
  ICML 2026 | February 2026
  
  Publication DOI
- A Tale of Two Graphs: Separating Knowledge Exploration from Outline Structure for Open-Ended Deep Research
  
  Zhuofan Shi, M. Ma, Zekun Yao, Fangkai Yang, Jue Zhang, Dongge Han, Victor Ruhle, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang
  
  ICML 2026 | February 2026
  
  DOI Publication
- Position: Beyond Prediction: Toward Verifiable Physiological Waveform Reasoning with Foundation Models and Agentic LLMs
  
  Xiaoda Wang, Ching Chang, Defu Cao, Kaiqiao Han, Fang Sun, Yue Huang, Minxiao Wang, Chang Xu, Xiao Luo, Runze Yan, Xiangliang Zhang, Xiao Hu, Yan Liu, Yizhou Sun, Wei Wang, Carl Yang
  
  2026 ICML 2026 | February 2026
  
  Preprint
- TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation
  
  Steven Liu, Jane Luo, Xin Zhang, Aofan Liu, Hao Liu, J. Wu, Ziyang Huang, Yangyu Huang, Yu Kang, Scarlett Li
  
  February 2026
  
  arXiv | February 2026
  
  Publication Github
- Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
  
  Zhaoyang Wang, Canwen Xu, Boyi Liu, Yite Wang, Siwei Han, Zhewei Yao, Huaxiu Yao, Yuxiong He
  
  ICML 2026 | February 2026
  
  DOI Publication
- WildCat: Near-Linear Attention in Theory and Practice
  
  Tobias Schröder, Lester Mackey
  
  ICML 2026 | February 2026
  
  Publication
- Linguistic properties and model scale in brain encoding: from small to compressed language models
  
  Subba Reddy Oota, Vijay Rowtula, Satya Sai Srinath Namburi, Khushbu Pahwa, Anant Khandelwal, Manish Gupta, Tanmoy Chakraborty, Bapi S. Raju
  
  ICML 2026 | February 2026
  
  Preprint
- PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents
  
  Ke Yang, Zixiang Chen, Xuan He, Jize Jiang, Michel Galley, Chenglong Wang, Jianfeng Gao, Jiawei Han, ChengXiang Zhai
  
  February 2026
  
  February 2026
  
  PDF Publication
- Predicting evolutionary rate as a pretraining task improves genome language model representations
  
  Micaela Elisa Consens, Kevin Kaichuang Yang, Jimmy Hall, Ashley Conard, Bo Wang, Lorin Crawford, Alan M. Moses, Alex Lu
  
  ICML 2026 | February 2026
  
  DOI
- Subliminal Effects in Your Data: A General Mechanism via Log-Linearity
  
  Ishaq Aden-Ali, Noah Golowich, Allen Liu, Abhishek Shetty, Ankur Moitra, Nika Haghtalab
  
  ICML 2026 | February 2026
  
  Publication DOI
- LIVE: Long-horizon Interactive Video World Modeling
  
  Junchao Huang, Ziyang Ye, Xinting Hu, Tianyu He, Guiyu Zhang, Shaoshuai Shi, Jiang Bian, Li Jiang
  
  ICML 2026 | February 2026
  
  Publication
- Learning Sparse Visual Representations via Spatial-Semantic Factorization
  
  Theodore Zhao, Sid Kiblawi, Jianwei Yang, Naoto Usuyama, Reuben Tan, Noel Codella, Tristan Naumann, Hoifung Poon, Mu-Hsin Wei
  
  ICML 2026 | February 2026
  
  DOI Publication
- ConPress: Learning Efficient Reasoning from Multi-Question Contextual Pressure
  
  Jie Deng, Shining Liang, Jun Li, Hongzhi Li, Yutao Xie
  
  ICML 2026 | February 2026
  
  Preprint
- ThetaEvolve: Test-time Learning on Open Problems
  
  Yiping Wang, Shao-Rong Su, Zhiyuan Zeng, Eva Xu, Liliang Ren, Xinyu Yang, Zeying Huang, Xuehai He, Luyao Ma, Baolin Peng, Hao Cheng, Pengcheng He, Weizhu Chen, Shuohang Wang, Simon Shaolei Du, Yelong Shen
  
  ICML 2026 | November 2025
  
  Publication
- Co-Evolving Latent Action World Models
  
  Yucen Wang, Feng Zhang, De-Chuan Zhan, Li Zhao, Kaixin Wang, Jiang Bian
  
  ICML 2026 | October 2025
  
  DOI Publication Publication
- Algorithmic Primitives and Compositional Geometry of Reasoning in Language Models
  
  Samuel Lippl, Thomas McGee, Kimberly A. Lopez, Ziwen Pan, Pierce Zhang, Salma Ziadi, Oliver Eberle, Ida Momennejad
  
  ICML 2026 | October 2025
  
  Publication
- h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning
  
  S. Motwani, Alesia Ivanova, Ziyang Cai, Philip Torr, Riashat Islam, Shital Shah, Christian Schröder de Witt, Charles London
  
  ICML 2026 | October 2025
  
  Preprint
- Position: Towards Responsible Evaluation for Text-to-Speech
  
  Yifan Yang, Hui Wang, Bing Han, Shujie Liu, Jinyu Li, Yong Qin, Xie Chen
  
  ICML 2026 | October 2025
  
  Publication
- NorMuon: Making Muon more efficient and scalable
  
  Zichong Li, Liming Liu, Chen Liang, Weizhu Chen, Tuo Zhao
  
  ICML 2026 | October 2025
  
  Publication
- Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
  
  Chendong Wang, Donglin Bai, Yifan Yang, Xiao Jin, Anlan Zhang, Rui Wang, Shiqi Jiang, Yuqing Yang, Hao Wu, Qi Dai, Chong Luo, Ting Cao, Lili Qiu, Suman Banerjee
  
  ICML 2026 | October 2025
  
  Publication
- Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner
  
  Cai Zhou, Chenxiao Yang, Yi Hu, Chenyu Wang, Chubin Zhang, Muhan Zhang, Lester Mackey, Tommi Jaakkola, Stephen Bates, Dinghuai Zhang
  
  ICML 2026 | October 2025
  
  Publication
- AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
  
  Xin Ding, Jianyu Wei, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Hao Wu, Fucheng Jia, Liang Mi, Yuxuan Yan, Weijun Wang, Yunxin Liu, Zhibo Chen, Ting Cao
  
  ICML 2026 | September 2025
  
  DOI Publication
- Unlocking Zero-Shot Geospatial Reasoning via Indirect Rewards
  
  Chenhui Xu, Fuxun Yu, Mike Bianco, Jacob Kovarskiy, Raphael Tang, Qi Zhang, Zirui Xu, William Levine, Brandon Dubbs, Heming Liao, C. Burgess, Suvam Bag, Jay Patravali, Rupanjali Kukal, Mikael Figueroa, Rishi Madhok, Nikolaos Karianakis, Jinjun Xiong
  
  ICML 2026 | September 2025
  
  Publication
- Learning GUI Grounding with Spatial Reasoning from Visual Feedback
  
  Yu Zhao, Wei-Ning Chen, Huseyin Inan, Samuel Kessler, Lu Wang, Lukas Wutschitz, Fangkai Yang, Chaoyun Zhang, Pasquale Minervini, Saravan Rajmohan, Robert Sim
  
  ICML 2026 | September 2025
  
  Publication DOI
- The Relative Instability of Model Comparison with Cross-validation
  
  Alexandre Bayle, Lucas Janson, Lester Mackey
  
  ICML 2026 | August 2025
  
  Publication
- A Large Language Model Powered Integrated Circuit Footprint Geometry Understanding
  
  Yida Wang, Taiting Lu, Runze Liu, Lanqing Yang, Yifan Yang, Zhe Chen, Yuehai Wang, Yixin Liu, Kaiyuan Lin, Xiaomeng Chen, D. Ding, Yijie Li, Yi-Chao Chen, Yincheng Jin, Mahanth K. Gowda
  
  ICML 2026 | July 2025
  
  PDF DOI
- PICACO: Pluralistic In-Context Value Alignment of LLMs via Total Correlation Optimization
  
  Han Jiang, Dongyao Zhu, Zhihua Wei, Xiaoyuan Yi, Ziang Xiao, Xing Xie
  
  ICML 2026 | July 2025
  
  Publication
- Privacy Amplification in Differentially Private Zeroth-Order Optimization with Hidden States
  
  Eli Chien, Wei-Ning Chen, Pan Li
  
  ICML 2026 | May 2025
  
  Publication
- TextAtlas5M: A Large-scale Dataset for Dense Text Image Generation
  
  Alex Jinpeng Wang, Dongxing Mao, Jiawei Zhang, Wei Han, Zhuobai Dong, Linjie Li, Yiqi Lin, Zhengyuan Yang, Libo Qin, Fuwei Zhang, Lijuan Wang, Min Li
  
  ICML 2026 | February 2025
  
  Publication
- Multimodal Latent Language Modeling with Next-Token Diffusion
  
  Yutao Sun, Hangbo Bao, Wenhui Wang, Zhiliang Peng, Li Dong, Shaohan Huang, Jianyong Wang, Furu Wei
  
  ICML 2026 | December 2024
  
  Publication

- BlueCodeAgent: A Blue Teaming Agent Enabled by Automated Red Teaming for CodeGen AI
  
  Chengquan Guo, Yuzhou Nie, Chulin Xie, Zinan Lin, Wenbo Guo, Bo Li
  
  ICML 2026 | October 2026
  
  Publication
- When does predictive inverse dynamics outperform behavior cloning?
  
  Lukas Schäfer, Pallavi Choudhury, Abdelhak Lemkhenter, Chris Lovett, Somjit Nath, Luis França, Matheus Ribeiro Furtado de Mendonça, Alex Lamb, Riashat Islam, Siddhartha Sen, John Langford, Katja Hofmann, Sergio Valcarcel Macua
  
  International Conference on Machine Learning
  
  Publication プロジェクト
- Euclean: Automated Geometry Problem Formalization with Unified Verification in Lean
  
  Linbin Tang, Jingyan You, Zilin Kang, Hanzhang Liu, Sophia Zhang, Zenan Li, Chenrui Cao, Liangcheng Song, Jiaao Wu, Xian Zhang, Fan Yang
  
  2026 ICML 2026 | July 2026
  
  PDF
- Private Learning with Public Feature Conditioning
  
  Shuli Jiang, Walid Krichene, Nicolas Mayoraz
  
  ICML 2026 | July 2026
  
  Publication
- PISCES: Annotation-free Text-to-Video Post-Training via Optimal Transport-Aligned Rewards
  
  Minh-Quan Le, Gaurav Mittal, Cheng Zhao, David Gu, Dimitris Samaras, Mei Chen
  
  ICML 2026 | July 2026
  
  Preprint PDF DOI Publication
- Reasoning about Reasoning: BAPO Bounds on Chain-of-Thought Token Complexity in LLMs
  
  Kiran Tomlinson, Tobias Schnabel, Adith Swaminathan, Jennifer Neville
  
  ICML | July 2026
  
  Preprint
- Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use
  
  Aradhye Agarwal, Gurdit Siyan, Yash Pandya, Joykirat Singh, Akshay Nambi, Ahmed Awadallah
  
  2026 International Conference on Machine Learning (ICML) | July 2026
  
  Publication
- CrispEdit: Low-Curvature Projections for Scalable Non-Destructive LLM Editing
  
  Zarif Ikram, Arad Firouzkouhi, Stephen Tu, Mahdi Soltanolkotabi, Paria Rashidinejad
  
  ICML 2026 | July 2026
  
  Publication
- HOBIT: Hardness Optimized Batch Sampling for InfoNCE Training
  
  Himanshu Dutta, Lokesh Nagalapatti, Yashoteja Prabhu
  
  International Conference on Machine Learning | July 2026
  
  Spotlight Acceptance
  
  Publication PDF
- Differentially Private Synthetic Data via APIs 4: Tabular Data
  
  Toan Tran, Arturs Backurs, Zinan Lin, Victor Reis, Li Xiong, Sergey Yekhanin
  
  ICML 2026 | July 2026
  
  Publication プロジェクト
- Position: Web Agents Should Use Typed Actions Instead of Click-Based Browsing
  
  Linxi Jiang, Rui Xi, Zhijie Liu, Shuo Chen, Zhiqiang Lin, Suman Nath
  
  International Conference on Machine Learning | July 2026
  
  Publication
- Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity
  
  Menglin Xia, Xuchao Zhang, Shantanu Dixit, Paramaguru Harimurugan, Rujia Wang, Victor Ruehle, Robert Sim, Chetan Bansal, Saravan Rajmohan
  
  ICML 2026 | July 2026
  
  Preprint
- Minibatch Selection for Language Models via Partition Matroid Constrained Gradient Matching
  
  Prayas Agrawal, Prateek Chanda, Ishita Khatri, Ganesh Ramakrishnan, Bamdev Mishra, Pratik Jawanpuria
  
  2026 ICML 2026 | June 2026
  
  DOI
- Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases
  
  Zhao Tan, Yiji Zhao, Shiyu Wang, Chang Xu, Yuxuan Liang, Xiping Liu, Shirui Pan, Ming Jin
  
  ICML 2026 | June 2026
  
  Publication
- Bandit Social Leaning Dynamics with Exploration Episodes
  
  Kiarash Banihashem, Natalie Collina, Aleksandrs Slivkins
  
  2026 ICML 2026 | June 2026
  
  DOI
- InfoAtlas: A Foundation Model for Zero-Shot Statistical Dependence Estimate
  
  Zhengyang Hu, Yanzhi Chen, Hanxiang Ren, Qunsong Zeng, Youyi Zheng, Adrian Weller, Kaibin Huang, Yanchao Yang
  
  ICML 2026 | June 2026
  
  Publication
- Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs
  
  JianKui Zhou, Jing Yao, Xiaoyuan Yi, Peng Zhang, Ning Gu, Zhan Hu, Xing Xie, Tun Lu
  
  ICML 2026 | June 2026
  
  Publication
- Entropy-Aware Dynamic KV Cache Sparsification for Autoregressive Image Generation and Editing
  
  Tong Tong, Ling Xing, Linjie Li, Rui Yan, Zhengyuan Yang, Lijuan Wang, Alex Jinpeng Wang
  
  ICML 2026 | June 2026
  
  Publication
- Closing the Loop: Universal Repository Representation with RPG-Encoder
  
  Jane Luo, Chengyu Yin, Xin Zhang, Qingtao Li, Steven Liu, Yiming Huang, Jie Wu, Hao Liu, Yangyu Huang, Yu Kang, Fangkai Yang, Ying Xin, Scarlett Li
  
  ICML 2026 | June 2026
  
  Publication
- A Benchmark and Framework for Evaluating Next Action Predictions in Spreadsheets
  
  Tejas Agrawal, Vu Le, Sumit Gulwani, Gust Verbruggen
  
  ICML 2026 | June 2026
  
  PDF
- Contextual Slate GLM Bandits with Limited Adaptivity
  
  Tanmay Goyal, Sukruta Midigeshi, Gaurav Sinha
  
  ICML 2026 | June 2026
  
  Publication
- Beyond Pixel Context Windows: Neural World Simulators with Persistent 3D State
  
  Samuel Garcin, Tom Walker, Steven McDonagh, Tim Pearce, Hakan Bilen, Tianyu He, Kaixin Wang, Jiang Bian
  
  ICML 2026 | June 2026
  
  Publication
- Position: Reasoning is a Learnable Rule-Based Process
  
  Rachel Lawrence, Jacqueline Maasch
  
  ICML 2026 | June 2026
  
  Publication
- ACON: Optimizing Context Compression for Long-horizon LLM Agents
  
  Minki Kang, Wei-Ning Chen, Dongge Han, Huseyin Inan, Lukas Wutschitz, Yanzhi Chen, Robert Sim, Saravan Rajmohan
  
  ICML 2026 | June 2026
  
  Publication
- Improving Diffusion Planners by Self-Supervised Action Gating with Energies
  
  Yuan Lu, Dongqi Han, Yansen Wang, Dongsheng Li
  
  ICML 2026 | May 2026
  
  Preprint Publication
- D^3: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training
  
  Yuanjian Xu, Jianing Hao, Guang Zhang, Zhong Li
  
  ICML 2026 | May 2026
  
  Publication
- Towards Efficient LLMs Annealing with Principled Sample Selection
  
  Yuanjian Xu, Jianing Hao, Wanbo Zhang, Zhong Li, Guang Zhang
  
  ICML 2026 | May 2026
  
  Publication
- FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications
  
  Kieran Didi, Sarah Alamdari, Alex Lu, Bruce Wittmann, Kadina E. Johnston, Ava P. Amini, Ali Madani, Maya Czeneszew, Christian Dallago, Kevin Kaichuang Yang
  
  ICML 2026 | May 2026
  
  DOI
- Pull Requests as a Training Signal for Repo-Level Code Editing
  
  Qinglin Zhu, Tianyu Chen, Shuai Lu, Lei Ji, Runcong Zhao, Murong Ma, Xiangxiang Dai, Yulan He, Lin Gui, Peng Cheng, Yeyun Gong
  
  ICML 2026 | May 2026
  
  Publication
- Thinned Mean Field Langevin Dynamics
  
  Zonghao Chen, Heishiro Kanagawa, Franc¸ois-Xavier Briol, Chris J. Oates, Lester Mackey
  
  ICML 2026 | May 2026
  
  Publication
- MVP-LAM: Learning Action-Centric Latent Action via Cross-Viewpoint Reconstruction
  
  Jung Min Lee, Dohyeok Lee, Seokhun Ju, Taehyun Cho, Jin Woo Koo, Li Zhao, Sangwoo Hong, Jungwoo Lee
  
  ICML 2026 | May 2026
  
  Publication
- Diversity Over Frequency: Rethinking Tool Use in Visual Chain-of-Thought Agents
  
  Donghyun Kim, Reuben Tan, Donghyun Kim
  
  ICML 2026 | May 2026
  
  Publication
- FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents
  
  Qizheng Li, Yifei Zhang, Xiao Yang, Xu Yang, Zhuo Wang, Weiqing Liu, Jiang Bian
  
  ICML 2026 | May 2026
  
  Publication
- Beyond Sunk Costs: Boosting LLM Pre-training Efficiency via Orthogonal Growth of Mixture-of-Experts
  
  Ruizhe Wang, Yucheng Ding, Xiao Liu, Yaoxiang Wang, Peng Cheng, Baining Guo, Zhengjun Zha, Yeyun Gong
  
  ICML 2026 | May 2026
  
  Publication
- On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length
  
  Sunghwan Kim, Junhee Cho, Beong-woo Kwak, Taeyoon Kwon, Liang Wang, Nan Yang, Xingxing Zhang, Furu Wei, Jinyoung Yeo
  
  ICML 2026 | May 2026
  
  Publication
- MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety
  
  Jialin Song, Xiaodong Liu, Weiwei Yang, Wuyang Chen, Mingqian Feng, Xuekai Zhu, Jianfeng Gao
  
  May 2026
  
  arXiv | May 2026
  
  Preprint
- Moving Beyond Sparse Grounding with Complete Screen Parsing Supervision
  
  A. Said Gurbuz, Sunghwan Hong, Ahmed Nassar, Marc Pollefeys, Peter Staar
  
  ICML 2026 | May 2026
  
  Publication
- ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation
  
  Yiran Wu, Mauricio Velazco, Andrew Zhao, Manuel Ra'ul Mel'endez Luj'an, Srisuma Movva, Yogesh K Roy, Quang-Huy Nguyen, Roberto Rodriguez, Qingyun Wu, Michael Albada, Julia Kiseleva, Anand Mudgerikar
  
  2026 ICML 2026 | May 2026
  
  Publication
- Distributional Alignment Games for Answer-Level Fine-Tuning
  
  M. Mohri, Jon Schneider, Yifan Wu
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- Shuffle the Context: RoPE-Perturbed Self-Distillation for Long-Context Adaptation
  
  Zichong Li, Chen Liang, Liliang Ren, Tuo Zhao, Yelong Shen, Weizhu Chen
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
  
  Mingqing Xiao, Yansen Wang, Dongqi Han, Caihua Shan, Dongsheng Li
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- RAGEN-2: Reasoning Collapse in Agentic RL
  
  Zihan Wang, Chi Gui, Xing Jin, Qineng Wang, Licheng Liu, Kangrui Wang, Shiqi Chen, Linjie Li, Zhengyuan Yang, Pingyue Zhang, Yiping Lu, Jiajun Wu, Fei-Fei Li, Lijuan Wang, Yejin Choi, Manling Li
  
  ICML 2026 | April 2026
  
  Publication
- Next-Token Prediction and Regret Minimization
  
  M. Mohri, C. Sanford, Jon Schneider, Kiran Vodrahalli, Yifan Wu
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- MoLoRA: Composable Specialization via Per-Token Adapter Routing
  
  Shrey Shah, Justin Wagle
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- Towards On-Policy SFT: Distribution Discriminant Theory and its Applications in LLM Training
  
  Miaosen Zhang, Yishan Liu, Shuxia Lin, Xu Yang, Qi Dai, Chong Luo, Wei Jiang, Peng-Fei Hou, Anxiang Zeng, Xin Geng, Baining Guo
  
  ICML 2026 | March 2026
  
  Preprint
- CAReDiO: Cultural Alignment via Representativeness and Distinctiveness Guided Data Optimization
  
  Jing Yao, Xiaoyuan Yi, Jindong Wang, Zhicheng Dou, Xing Xie
  
  ICML 2026 | March 2026
  
  Publication
- Compression as Adaptation: Implicit Visual Representation with Diffusion Foundation Models
  
  Jiajun He, Zongyu Guo, Zhaoyang Jia, Xiaoyi Zhang, Jiahao Li, Xiao Li, Bin Li, José Miguel Hernández-Lobato, Yan Lu
  
  2026 ICML 2026 | March 2026
  
  Publication Publication
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  Hanyong Shao, Yingbo Hao, Ting Song, Yan Xia, Di Zhang, Shaohan Huang, Xun Wu, Songcheng Xu, Le Xu, Li Dong, Zewen Chi, Yinxue Zou, Furu Wei
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- Contextualized Privacy Defense for LLM Agents
  
  Yule Wen, Yanzhe Zhang, Jianxun Lian, Xiaoyuan Yi, Xing Xie, Diyi Yang
  
  March 2026
  
  arXiv | March 2026
  
  Preprint
  
  Publication
- Interpreting and Steering State-Space Models via Activation Subspace Bottlenecks
  
  Vamshi Sunku Mohan, Kaustubh Gupta, Aneesha Das, Chandan Singh
  
  ICML 2026 | February 2026
  
  Publication
- Test-Time Learning of Causal Structure from Interventional Data
  
  Wei Chen, Rui Ding, Bojun Huang, Yang Zhang, Qiang Fu, Yuxuan Liang, Han Shi, Dongmei Zhang
  
  ICML 2026 | February 2026
  
  Publication
- 3DMedAgent: Unified Perception-to-Understanding for 3D Medical Analysis
  
  Ziyue Wang, Linghan Cai, Chang Han Low, Hao Liu, Junde Wu, Jingyu Wang, Rui Wang, Lei Song, Jiang Bian, Jingjing Fu, Yueming Jin
  
  ICML 2026 | February 2026
  
  DOI Publication Publication
- Benchmarking at the Edge of Comprehension
  
  Samuele Marro, Jialin Yu, Emanuele La Malfa, Oishi Deb, Jiawei Li, Yibo Yang, Ebey Abraham, Sunando Sengupta, Eric Sommerlade, Michael Wooldridge, Philip Torr
  
  ICML 2026 | February 2026
  
  Publication DOI
- A Tale of Two Graphs: Separating Knowledge Exploration from Outline Structure for Open-Ended Deep Research
  
  Zhuofan Shi, M. Ma, Zekun Yao, Fangkai Yang, Jue Zhang, Dongge Han, Victor Ruhle, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang
  
  ICML 2026 | February 2026
  
  DOI Publication
- Position: Beyond Prediction: Toward Verifiable Physiological Waveform Reasoning with Foundation Models and Agentic LLMs
  
  Xiaoda Wang, Ching Chang, Defu Cao, Kaiqiao Han, Fang Sun, Yue Huang, Minxiao Wang, Chang Xu, Xiao Luo, Runze Yan, Xiangliang Zhang, Xiao Hu, Yan Liu, Yizhou Sun, Wei Wang, Carl Yang
  
  2026 ICML 2026 | February 2026
  
  Preprint
- TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation
  
  Steven Liu, Jane Luo, Xin Zhang, Aofan Liu, Hao Liu, J. Wu, Ziyang Huang, Yangyu Huang, Yu Kang, Scarlett Li
  
  February 2026
  
  arXiv | February 2026
  
  Publication Github
- WildCat: Near-Linear Attention in Theory and Practice
  
  Tobias Schröder, Lester Mackey
  
  ICML 2026 | February 2026
  
  Publication
- Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
  
  Zhaoyang Wang, Canwen Xu, Boyi Liu, Yite Wang, Siwei Han, Zhewei Yao, Huaxiu Yao, Yuxiong He
  
  ICML 2026 | February 2026
  
  DOI Publication
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  Subba Reddy Oota, Vijay Rowtula, Satya Sai Srinath Namburi, Khushbu Pahwa, Anant Khandelwal, Manish Gupta, Tanmoy Chakraborty, Bapi S. Raju
  
  ICML 2026 | February 2026
  
  Preprint
- PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents
  
  Ke Yang, Zixiang Chen, Xuan He, Jize Jiang, Michel Galley, Chenglong Wang, Jianfeng Gao, Jiawei Han, ChengXiang Zhai
  
  February 2026
  
  February 2026
  
  PDF Publication
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  Ishaq Aden-Ali, Noah Golowich, Allen Liu, Abhishek Shetty, Ankur Moitra, Nika Haghtalab
  
  ICML 2026 | February 2026
  
  Publication DOI
- Predicting evolutionary rate as a pretraining task improves genome language model representations
  
  Micaela Elisa Consens, Kevin Kaichuang Yang, Jimmy Hall, Ashley Conard, Bo Wang, Lorin Crawford, Alan M. Moses, Alex Lu
  
  ICML 2026 | February 2026
  
  DOI
- LIVE: Long-horizon Interactive Video World Modeling
  
  Junchao Huang, Ziyang Ye, Xinting Hu, Tianyu He, Guiyu Zhang, Shaoshuai Shi, Jiang Bian, Li Jiang
  
  ICML 2026 | February 2026
  
  Publication
- Learning Sparse Visual Representations via Spatial-Semantic Factorization
  
  Theodore Zhao, Sid Kiblawi, Jianwei Yang, Naoto Usuyama, Reuben Tan, Noel Codella, Tristan Naumann, Hoifung Poon, Mu-Hsin Wei
  
  ICML 2026 | February 2026
  
  DOI Publication
- ConPress: Learning Efficient Reasoning from Multi-Question Contextual Pressure
  
  Jie Deng, Shining Liang, Jun Li, Hongzhi Li, Yutao Xie
  
  ICML 2026 | February 2026
  
  Preprint
- ThetaEvolve: Test-time Learning on Open Problems
  
  Yiping Wang, Shao-Rong Su, Zhiyuan Zeng, Eva Xu, Liliang Ren, Xinyu Yang, Zeying Huang, Xuehai He, Luyao Ma, Baolin Peng, Hao Cheng, Pengcheng He, Weizhu Chen, Shuohang Wang, Simon Shaolei Du, Yelong Shen
  
  ICML 2026 | November 2025
  
  Publication
- Co-Evolving Latent Action World Models
  
  Yucen Wang, Feng Zhang, De-Chuan Zhan, Li Zhao, Kaixin Wang, Jiang Bian
  
  ICML 2026 | October 2025
  
  DOI Publication Publication
- Algorithmic Primitives and Compositional Geometry of Reasoning in Language Models
  
  Samuel Lippl, Thomas McGee, Kimberly A. Lopez, Ziwen Pan, Pierce Zhang, Salma Ziadi, Oliver Eberle, Ida Momennejad
  
  ICML 2026 | October 2025
  
  Publication
- Position: Towards Responsible Evaluation for Text-to-Speech
  
  Yifan Yang, Hui Wang, Bing Han, Shujie Liu, Jinyu Li, Yong Qin, Xie Chen
  
  ICML 2026 | October 2025
  
  Publication
- h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning
  
  S. Motwani, Alesia Ivanova, Ziyang Cai, Philip Torr, Riashat Islam, Shital Shah, Christian Schröder de Witt, Charles London
  
  ICML 2026 | October 2025
  
  Preprint
- NorMuon: Making Muon more efficient and scalable
  
  Zichong Li, Liming Liu, Chen Liang, Weizhu Chen, Tuo Zhao
  
  ICML 2026 | October 2025
  
  Publication
- Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
  
  Chendong Wang, Donglin Bai, Yifan Yang, Xiao Jin, Anlan Zhang, Rui Wang, Shiqi Jiang, Yuqing Yang, Hao Wu, Qi Dai, Chong Luo, Ting Cao, Lili Qiu, Suman Banerjee
  
  ICML 2026 | October 2025
  
  Publication
- Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner
  
  Cai Zhou, Chenxiao Yang, Yi Hu, Chenyu Wang, Chubin Zhang, Muhan Zhang, Lester Mackey, Tommi Jaakkola, Stephen Bates, Dinghuai Zhang
  
  ICML 2026 | October 2025
  
  Publication
- Unlocking Zero-Shot Geospatial Reasoning via Indirect Rewards
  
  Chenhui Xu, Fuxun Yu, Mike Bianco, Jacob Kovarskiy, Raphael Tang, Qi Zhang, Zirui Xu, William Levine, Brandon Dubbs, Heming Liao, C. Burgess, Suvam Bag, Jay Patravali, Rupanjali Kukal, Mikael Figueroa, Rishi Madhok, Nikolaos Karianakis, Jinjun Xiong
  
  ICML 2026 | September 2025
  
  Publication
- AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
  
  Xin Ding, Jianyu Wei, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Hao Wu, Fucheng Jia, Liang Mi, Yuxuan Yan, Weijun Wang, Yunxin Liu, Zhibo Chen, Ting Cao
  
  ICML 2026 | September 2025
  
  DOI Publication
- Learning GUI Grounding with Spatial Reasoning from Visual Feedback
  
  Yu Zhao, Wei-Ning Chen, Huseyin Inan, Samuel Kessler, Lu Wang, Lukas Wutschitz, Fangkai Yang, Chaoyun Zhang, Pasquale Minervini, Saravan Rajmohan, Robert Sim
  
  ICML 2026 | September 2025
  
  Publication DOI
- The Relative Instability of Model Comparison with Cross-validation
  
  Alexandre Bayle, Lucas Janson, Lester Mackey
  
  ICML 2026 | August 2025
  
  Publication
- PICACO: Pluralistic In-Context Value Alignment of LLMs via Total Correlation Optimization
  
  Han Jiang, Dongyao Zhu, Zhihua Wei, Xiaoyuan Yi, Ziang Xiao, Xing Xie
  
  ICML 2026 | July 2025
  
  Publication
- Privacy Amplification in Differentially Private Zeroth-Order Optimization with Hidden States
  
  Eli Chien, Wei-Ning Chen, Pan Li
  
  ICML 2026 | May 2025
  
  Publication
- TextAtlas5M: A Large-scale Dataset for Dense Text Image Generation
  
  Alex Jinpeng Wang, Dongxing Mao, Jiawei Zhang, Wei Han, Zhuobai Dong, Linjie Li, Yiqi Lin, Zhengyuan Yang, Libo Qin, Fuwei Zhang, Lijuan Wang, Min Li
  
  ICML 2026 | February 2025
  
  Publication
- Multimodal Latent Language Modeling with Next-Token Diffusion
  
  Yutao Sun, Hangbo Bao, Wenhui Wang, Zhiliang Peng, Li Dong, Shaohan Huang, Jianyong Wang, Furu Wei
  
  ICML 2026 | December 2024
  
  Publication
- Beyond Prediction: Tail-Aware Scheduling for LLM Inference
  
  Yueying Li, Yuanfan Chen, Jiayang Chen, Esha Choukse, Haoran Qiu, Edward Suh, Rodrigo Fonseca, Zib Scully, Udit Gupta
  
  ICML 2026 | June 2026
  
  Publication Preprint プロジェクト
- Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding
  
  Hee Suk Yoon, Eunseop Yoon, Jaehyun Jang, Soohwan Eom, Jiajing Hong, M. Hasegawa-Johnson, Qi Dai, Chong Luo, C. Yoo
  
  ICML 2026 | May 2026
  
  Publication
- MVP-LAM: Learning Action-Centric Latent Action via Cross-Viewpoint Reconstruction
  
  Jung Min Lee, Dohyeok Lee, Seokhun Ju, Taehyun Cho, Jin Woo Koo, Li Zhao, Sangwoo Hong, Jungwoo Lee
  
  ICML 2026 | May 2026
  
  Publication
- Diversity Over Frequency: Rethinking Tool Use in Visual Chain-of-Thought Agents
  
  Donghyun Kim, Reuben Tan, Donghyun Kim
  
  ICML 2026 | May 2026
  
  Publication
- Proact-VL: A Proactive VideoLLM for Real-Time AI Companions
  
  Weicai Yan, Yuhong Dai, Qimu Ran, Haodong Li, Wang Lin, Haodong Liao, Xing Xie, Tao Jin, Jianxun Lian
  
  ICML 2026 | May 2026
  
  Publication
- Moving Beyond Sparse Grounding with Complete Screen Parsing Supervision
  
  A. Said Gurbuz, Sunghwan Hong, Ahmed Nassar, Marc Pollefeys, Peter Staar
  
  ICML 2026 | May 2026
  
  Publication
- World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
  
  Weijie Wang, Xiaoxuan He, Youping Gu, Yifan Yang, Zeyu Zhang, Yefei He, Yanbo Ding, Xirui Hu, Donny Y. Chen, Zhiyuan He, Yuqing Yang, Bohan Zhuang
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
  
  Mingqing Xiao, Yansen Wang, Dongqi Han, Caihua Shan, Dongsheng Li
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
  
  Ziwei Zhou, Zeyuan Lai, Rui Wang, Yifan Yang, Zhening Xing, Yuqing Yang, Qi Dai, Lili Qiu, Chong Luo
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- Towards On-Policy SFT: Distribution Discriminant Theory and its Applications in LLM Training
  
  Miaosen Zhang, Yishan Liu, Shuxia Lin, Xu Yang, Qi Dai, Chong Luo, Wei Jiang, Peng-Fei Hou, Anxiang Zeng, Xin Geng, Baining Guo
  
  ICML 2026 | March 2026
  
  Preprint
- Compression as Adaptation: Implicit Visual Representation with Diffusion Foundation Models
  
  Jiajun He, Zongyu Guo, Zhaoyang Jia, Xiaoyi Zhang, Jiahao Li, Xiao Li, Bin Li, José Miguel Hernández-Lobato, Yan Lu
  
  2026 ICML 2026 | March 2026
  
  Publication Publication
- LIVE: Long-horizon Interactive Video World Modeling
  
  Junchao Huang, Ziyang Ye, Xinting Hu, Tianyu He, Guiyu Zhang, Shaoshuai Shi, Jiang Bian, Li Jiang
  
  ICML 2026 | February 2026
  
  Publication
- Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
  
  Chendong Wang, Donglin Bai, Yifan Yang, Xiao Jin, Anlan Zhang, Rui Wang, Shiqi Jiang, Yuqing Yang, Hao Wu, Qi Dai, Chong Luo, Ting Cao, Lili Qiu, Suman Banerjee
  
  ICML 2026 | October 2025
  
  Publication
- AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
  
  Xin Ding, Jianyu Wei, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Hao Wu, Fucheng Jia, Liang Mi, Yuxuan Yan, Weijun Wang, Yunxin Liu, Zhibo Chen, Ting Cao
  
  ICML 2026 | September 2025
  
  DOI Publication
- Learning GUI Grounding with Spatial Reasoning from Visual Feedback
  
  Yu Zhao, Wei-Ning Chen, Huseyin Inan, Samuel Kessler, Lu Wang, Lukas Wutschitz, Fangkai Yang, Chaoyun Zhang, Pasquale Minervini, Saravan Rajmohan, Robert Sim
  
  ICML 2026 | September 2025
  
  Publication DOI
- A Large Language Model Powered Integrated Circuit Footprint Geometry Understanding
  
  Yida Wang, Taiting Lu, Runze Liu, Lanqing Yang, Yifan Yang, Zhe Chen, Yuehai Wang, Yixin Liu, Kaiyuan Lin, Xiaomeng Chen, D. Ding, Yijie Li, Yi-Chao Chen, Yincheng Jin, Mahanth K. Gowda
  
  ICML 2026 | July 2025
  
  PDF DOI
- TextAtlas5M: A Large-scale Dataset for Dense Text Image Generation
  
  Alex Jinpeng Wang, Dongxing Mao, Jiawei Zhang, Wei Han, Zhuobai Dong, Linjie Li, Yiqi Lin, Zhengyuan Yang, Libo Qin, Fuwei Zhang, Lijuan Wang, Min Li
  
  ICML 2026 | February 2025
  
  Publication
- Multimodal Latent Language Modeling with Next-Token Diffusion
  
  Yutao Sun, Hangbo Bao, Wenhui Wang, Zhiliang Peng, Li Dong, Shaohan Huang, Jianyong Wang, Furu Wei
  
  ICML 2026 | December 2024
  
  Publication
- Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases
  
  Zhao Tan, Yiji Zhao, Shiyu Wang, Chang Xu, Yuxuan Liang, Xiping Liu, Shirui Pan, Ming Jin
  
  ICML 2026 | June 2026
  
  Publication
- InfoAtlas: A Foundation Model for Zero-Shot Statistical Dependence Estimate
  
  Zhengyang Hu, Yanzhi Chen, Hanxiang Ren, Qunsong Zeng, Youyi Zheng, Adrian Weller, Kaibin Huang, Yanchao Yang
  
  ICML 2026 | June 2026
  
  Publication
- TextAtlas5M: A Large-scale Dataset for Dense Text Image Generation
  
  Alex Jinpeng Wang, Dongxing Mao, Jiawei Zhang, Wei Han, Zhuobai Dong, Linjie Li, Yiqi Lin, Zhengyuan Yang, Libo Qin, Fuwei Zhang, Lijuan Wang, Min Li
  
  ICML 2026 | February 2025
  
  Publication
- Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases
  
  Zhao Tan, Yiji Zhao, Shiyu Wang, Chang Xu, Yuxuan Liang, Xiping Liu, Shirui Pan, Ming Jin
  
  ICML 2026 | June 2026
  
  Publication
- Shuffle the Context: RoPE-Perturbed Self-Distillation for Long-Context Adaptation
  
  Zichong Li, Chen Liang, Liliang Ren, Tuo Zhao, Yelong Shen, Weizhu Chen
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook
  
  Jaehyeok Lee, Xiaoyuan Yi, Jingtao Yao, Hyunjin Hwang, Roy Ka-Wei Lee, Xing Xie, Jinyeong Bak
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- CAReDiO: Cultural Alignment via Representativeness and Distinctiveness Guided Data Optimization
  
  Jing Yao, Xiaoyuan Yi, Jindong Wang, Zhicheng Dou, Xing Xie
  
  ICML 2026 | March 2026
  
  Publication
- Linguistic properties and model scale in brain encoding: from small to compressed language models
  
  Subba Reddy Oota, Vijay Rowtula, Satya Sai Srinath Namburi, Khushbu Pahwa, Anant Khandelwal, Manish Gupta, Tanmoy Chakraborty, Bapi S. Raju
  
  ICML 2026 | February 2026
  
  Preprint
- PICACO: Pluralistic In-Context Value Alignment of LLMs via Total Correlation Optimization
  
  Han Jiang, Dongyao Zhu, Zhihua Wei, Xiaoyuan Yi, Ziang Xiao, Xing Xie
  
  ICML 2026 | July 2025
  
  Publication
- Pull Requests as a Training Signal for Repo-Level Code Editing
  
  Qinglin Zhu, Tianyu Chen, Shuai Lu, Lei Ji, Runcong Zhao, Murong Ma, Xiangxiang Dai, Yulan He, Lin Gui, Peng Cheng, Yeyun Gong
  
  ICML 2026 | May 2026
  
  Publication
- BlueCodeAgent: A Blue Teaming Agent Enabled by Automated Red Teaming for CodeGen AI
  
  Chengquan Guo, Yuzhou Nie, Chulin Xie, Zinan Lin, Wenbo Guo, Bo Li
  
  ICML 2026 | October 2026
  
  Publication
- Differentially Private Synthetic Data via APIs 4: Tabular Data
  
  Toan Tran, Arturs Backurs, Zinan Lin, Victor Reis, Li Xiong, Sergey Yekhanin
  
  ICML 2026 | July 2026
  
  Publication プロジェクト
- ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation
  
  Yiran Wu, Mauricio Velazco, Andrew Zhao, Manuel Ra'ul Mel'endez Luj'an, Srisuma Movva, Yogesh K Roy, Quang-Huy Nguyen, Roberto Rodriguez, Qingyun Wu, Michael Albada, Julia Kiseleva, Anand Mudgerikar
  
  2026 ICML 2026 | May 2026
  
  Publication
- Contextualized Privacy Defense for LLM Agents
  
  Yule Wen, Yanzhe Zhang, Jianxun Lian, Xiaoyuan Yi, Xing Xie, Diyi Yang
  
  March 2026
  
  arXiv | March 2026
  
  Preprint
  
  Publication
- HOBIT: Hardness Optimized Batch Sampling for InfoNCE Training
  
  Himanshu Dutta, Lokesh Nagalapatti, Yashoteja Prabhu
  
  International Conference on Machine Learning | July 2026
  
  Spotlight Acceptance
  
  Publication PDF
- A Tale of Two Graphs: Separating Knowledge Exploration from Outline Structure for Open-Ended Deep Research
  
  Zhuofan Shi, M. Ma, Zekun Yao, Fangkai Yang, Jue Zhang, Dongge Han, Victor Ruhle, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang
  
  ICML 2026 | February 2026
  
  DOI Publication
- 3DMedAgent: Unified Perception-to-Understanding for 3D Medical Analysis
  
  Ziyue Wang, Linghan Cai, Chang Han Low, Hao Liu, Junde Wu, Jingyu Wang, Rui Wang, Lei Song, Jiang Bian, Jingjing Fu, Yueming Jin
  
  ICML 2026 | February 2026
  
  DOI Publication Publication
- RAGEN-2: Reasoning Collapse in Agentic RL
  
  Zihan Wang, Chi Gui, Xing Jin, Qineng Wang, Licheng Liu, Kangrui Wang, Shiqi Chen, Linjie Li, Zhengyuan Yang, Pingyue Zhang, Yiping Lu, Jiajun Wu, Fei-Fei Li, Lijuan Wang, Yejin Choi, Manling Li
  
  ICML 2026 | April 2026
  
  Publication

- BlueCodeAgent: A Blue Teaming Agent Enabled by Automated Red Teaming for CodeGen AI
  
  Chengquan Guo, Yuzhou Nie, Chulin Xie, Zinan Lin, Wenbo Guo, Bo Li
  
  ICML 2026 | October 2026
  
  Publication
- When does predictive inverse dynamics outperform behavior cloning?
  
  Lukas Schäfer, Pallavi Choudhury, Abdelhak Lemkhenter, Chris Lovett, Somjit Nath, Luis França, Matheus Ribeiro Furtado de Mendonça, Alex Lamb, Riashat Islam, Siddhartha Sen, John Langford, Katja Hofmann, Sergio Valcarcel Macua
  
  International Conference on Machine Learning
  
  Publication プロジェクト
- Euclean: Automated Geometry Problem Formalization with Unified Verification in Lean
  
  Linbin Tang, Jingyan You, Zilin Kang, Hanzhang Liu, Sophia Zhang, Zenan Li, Chenrui Cao, Liangcheng Song, Jiaao Wu, Xian Zhang, Fan Yang
  
  2026 ICML 2026 | July 2026
  
  PDF
- Private Learning with Public Feature Conditioning
  
  Shuli Jiang, Walid Krichene, Nicolas Mayoraz
  
  ICML 2026 | July 2026
  
  Publication
- PISCES: Annotation-free Text-to-Video Post-Training via Optimal Transport-Aligned Rewards
  
  Minh-Quan Le, Gaurav Mittal, Cheng Zhao, David Gu, Dimitris Samaras, Mei Chen
  
  ICML 2026 | July 2026
  
  Preprint PDF DOI Publication
- Reasoning about Reasoning: BAPO Bounds on Chain-of-Thought Token Complexity in LLMs
  
  Kiran Tomlinson, Tobias Schnabel, Adith Swaminathan, Jennifer Neville
  
  ICML | July 2026
  
  Preprint
- Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use
  
  Aradhye Agarwal, Gurdit Siyan, Yash Pandya, Joykirat Singh, Akshay Nambi, Ahmed Awadallah
  
  2026 International Conference on Machine Learning (ICML) | July 2026
  
  Publication
- CrispEdit: Low-Curvature Projections for Scalable Non-Destructive LLM Editing
  
  Zarif Ikram, Arad Firouzkouhi, Stephen Tu, Mahdi Soltanolkotabi, Paria Rashidinejad
  
  ICML 2026 | July 2026
  
  Publication
- HOBIT: Hardness Optimized Batch Sampling for InfoNCE Training
  
  Himanshu Dutta, Lokesh Nagalapatti, Yashoteja Prabhu
  
  International Conference on Machine Learning | July 2026
  
  Spotlight Acceptance
  
  Publication PDF
- Differentially Private Synthetic Data via APIs 4: Tabular Data
  
  Toan Tran, Arturs Backurs, Zinan Lin, Victor Reis, Li Xiong, Sergey Yekhanin
  
  ICML 2026 | July 2026
  
  Publication プロジェクト
- Position: Web Agents Should Use Typed Actions Instead of Click-Based Browsing
  
  Linxi Jiang, Rui Xi, Zhijie Liu, Shuo Chen, Zhiqiang Lin, Suman Nath
  
  International Conference on Machine Learning | July 2026
  
  Publication
- Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity
  
  Menglin Xia, Xuchao Zhang, Shantanu Dixit, Paramaguru Harimurugan, Rujia Wang, Victor Ruehle, Robert Sim, Chetan Bansal, Saravan Rajmohan
  
  ICML 2026 | July 2026
  
  Preprint
- Minibatch Selection for Language Models via Partition Matroid Constrained Gradient Matching
  
  Prayas Agrawal, Prateek Chanda, Ishita Khatri, Ganesh Ramakrishnan, Bamdev Mishra, Pratik Jawanpuria
  
  2026 ICML 2026 | June 2026
  
  DOI
- Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases
  
  Zhao Tan, Yiji Zhao, Shiyu Wang, Chang Xu, Yuxuan Liang, Xiping Liu, Shirui Pan, Ming Jin
  
  ICML 2026 | June 2026
  
  Publication
- Bandit Social Leaning Dynamics with Exploration Episodes
  
  Kiarash Banihashem, Natalie Collina, Aleksandrs Slivkins
  
  2026 ICML 2026 | June 2026
  
  DOI
- Beyond Prediction: Tail-Aware Scheduling for LLM Inference
  
  Yueying Li, Yuanfan Chen, Jiayang Chen, Esha Choukse, Haoran Qiu, Edward Suh, Rodrigo Fonseca, Zib Scully, Udit Gupta
  
  ICML 2026 | June 2026
  
  Publication Preprint プロジェクト
- InfoAtlas: A Foundation Model for Zero-Shot Statistical Dependence Estimate
  
  Zhengyang Hu, Yanzhi Chen, Hanxiang Ren, Qunsong Zeng, Youyi Zheng, Adrian Weller, Kaibin Huang, Yanchao Yang
  
  ICML 2026 | June 2026
  
  Publication
- Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs
  
  JianKui Zhou, Jing Yao, Xiaoyuan Yi, Peng Zhang, Ning Gu, Zhan Hu, Xing Xie, Tun Lu
  
  ICML 2026 | June 2026
  
  Publication
- Entropy-Aware Dynamic KV Cache Sparsification for Autoregressive Image Generation and Editing
  
  Tong Tong, Ling Xing, Linjie Li, Rui Yan, Zhengyuan Yang, Lijuan Wang, Alex Jinpeng Wang
  
  ICML 2026 | June 2026
  
  Publication
- Closing the Loop: Universal Repository Representation with RPG-Encoder
  
  Jane Luo, Chengyu Yin, Xin Zhang, Qingtao Li, Steven Liu, Yiming Huang, Jie Wu, Hao Liu, Yangyu Huang, Yu Kang, Fangkai Yang, Ying Xin, Scarlett Li
  
  ICML 2026 | June 2026
  
  Publication
- A Benchmark and Framework for Evaluating Next Action Predictions in Spreadsheets
  
  Tejas Agrawal, Vu Le, Sumit Gulwani, Gust Verbruggen
  
  ICML 2026 | June 2026
  
  PDF
- Contextual Slate GLM Bandits with Limited Adaptivity
  
  Tanmay Goyal, Sukruta Midigeshi, Gaurav Sinha
  
  ICML 2026 | June 2026
  
  Publication
- Beyond Pixel Context Windows: Neural World Simulators with Persistent 3D State
  
  Samuel Garcin, Tom Walker, Steven McDonagh, Tim Pearce, Hakan Bilen, Tianyu He, Kaixin Wang, Jiang Bian
  
  ICML 2026 | June 2026
  
  Publication
- Position: Reasoning is a Learnable Rule-Based Process
  
  Rachel Lawrence, Jacqueline Maasch
  
  ICML 2026 | June 2026
  
  Publication
- ACON: Optimizing Context Compression for Long-horizon LLM Agents
  
  Minki Kang, Wei-Ning Chen, Dongge Han, Huseyin Inan, Lukas Wutschitz, Yanzhi Chen, Robert Sim, Saravan Rajmohan
  
  ICML 2026 | June 2026
  
  Publication
- Improving Diffusion Planners by Self-Supervised Action Gating with Energies
  
  Yuan Lu, Dongqi Han, Yansen Wang, Dongsheng Li
  
  ICML 2026 | May 2026
  
  Preprint Publication
- Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding
  
  Hee Suk Yoon, Eunseop Yoon, Jaehyun Jang, Soohwan Eom, Jiajing Hong, M. Hasegawa-Johnson, Qi Dai, Chong Luo, C. Yoo
  
  ICML 2026 | May 2026
  
  Publication
- D^3: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training
  
  Yuanjian Xu, Jianing Hao, Guang Zhang, Zhong Li
  
  ICML 2026 | May 2026
  
  Publication
- Towards Efficient LLMs Annealing with Principled Sample Selection
  
  Yuanjian Xu, Jianing Hao, Wanbo Zhang, Zhong Li, Guang Zhang
  
  ICML 2026 | May 2026
  
  Publication
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  Kieran Didi, Sarah Alamdari, Alex Lu, Bruce Wittmann, Kadina E. Johnston, Ava P. Amini, Ali Madani, Maya Czeneszew, Christian Dallago, Kevin Kaichuang Yang
  
  ICML 2026 | May 2026
  
  DOI
- Pull Requests as a Training Signal for Repo-Level Code Editing
  
  Qinglin Zhu, Tianyu Chen, Shuai Lu, Lei Ji, Runcong Zhao, Murong Ma, Xiangxiang Dai, Yulan He, Lin Gui, Peng Cheng, Yeyun Gong
  
  ICML 2026 | May 2026
  
  Publication
- Thinned Mean Field Langevin Dynamics
  
  Zonghao Chen, Heishiro Kanagawa, Franc¸ois-Xavier Briol, Chris J. Oates, Lester Mackey
  
  ICML 2026 | May 2026
  
  Publication
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  Jung Min Lee, Dohyeok Lee, Seokhun Ju, Taehyun Cho, Jin Woo Koo, Li Zhao, Sangwoo Hong, Jungwoo Lee
  
  ICML 2026 | May 2026
  
  Publication
- Diversity Over Frequency: Rethinking Tool Use in Visual Chain-of-Thought Agents
  
  Donghyun Kim, Reuben Tan, Donghyun Kim
  
  ICML 2026 | May 2026
  
  Publication
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  Weicai Yan, Yuhong Dai, Qimu Ran, Haodong Li, Wang Lin, Haodong Liao, Xing Xie, Tao Jin, Jianxun Lian
  
  ICML 2026 | May 2026
  
  Publication
- FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents
  
  Qizheng Li, Yifei Zhang, Xiao Yang, Xu Yang, Zhuo Wang, Weiqing Liu, Jiang Bian
  
  ICML 2026 | May 2026
  
  Publication
- Beyond Sunk Costs: Boosting LLM Pre-training Efficiency via Orthogonal Growth of Mixture-of-Experts
  
  Ruizhe Wang, Yucheng Ding, Xiao Liu, Yaoxiang Wang, Peng Cheng, Baining Guo, Zhengjun Zha, Yeyun Gong
  
  ICML 2026 | May 2026
  
  Publication
- On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length
  
  Sunghwan Kim, Junhee Cho, Beong-woo Kwak, Taeyoon Kwon, Liang Wang, Nan Yang, Xingxing Zhang, Furu Wei, Jinyoung Yeo
  
  ICML 2026 | May 2026
  
  Publication
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  A. Said Gurbuz, Sunghwan Hong, Ahmed Nassar, Marc Pollefeys, Peter Staar
  
  ICML 2026 | May 2026
  
  Publication
- ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation
  
  Yiran Wu, Mauricio Velazco, Andrew Zhao, Manuel Ra'ul Mel'endez Luj'an, Srisuma Movva, Yogesh K Roy, Quang-Huy Nguyen, Roberto Rodriguez, Qingyun Wu, Michael Albada, Julia Kiseleva, Anand Mudgerikar
  
  2026 ICML 2026 | May 2026
  
  Publication
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  Zihan Wang, Chi Gui, Xing Jin, Qineng Wang, Licheng Liu, Kangrui Wang, Shiqi Chen, Linjie Li, Zhengyuan Yang, Pingyue Zhang, Yiping Lu, Jiajun Wu, Fei-Fei Li, Lijuan Wang, Yejin Choi, Manling Li
  
  ICML 2026 | April 2026
  
  Publication
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  Miaosen Zhang, Yishan Liu, Shuxia Lin, Xu Yang, Qi Dai, Chong Luo, Wei Jiang, Peng-Fei Hou, Anxiang Zeng, Xin Geng, Baining Guo
  
  ICML 2026 | March 2026
  
  Preprint
- CAReDiO: Cultural Alignment via Representativeness and Distinctiveness Guided Data Optimization
  
  Jing Yao, Xiaoyuan Yi, Jindong Wang, Zhicheng Dou, Xing Xie
  
  ICML 2026 | March 2026
  
  Publication
- Compression as Adaptation: Implicit Visual Representation with Diffusion Foundation Models
  
  Jiajun He, Zongyu Guo, Zhaoyang Jia, Xiaoyi Zhang, Jiahao Li, Xiao Li, Bin Li, José Miguel Hernández-Lobato, Yan Lu
  
  2026 ICML 2026 | March 2026
  
  Publication Publication
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  Vamshi Sunku Mohan, Kaustubh Gupta, Aneesha Das, Chandan Singh
  
  ICML 2026 | February 2026
  
  Publication
- Test-Time Learning of Causal Structure from Interventional Data
  
  Wei Chen, Rui Ding, Bojun Huang, Yang Zhang, Qiang Fu, Yuxuan Liang, Han Shi, Dongmei Zhang
  
  ICML 2026 | February 2026
  
  Publication
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  Ziyue Wang, Linghan Cai, Chang Han Low, Hao Liu, Junde Wu, Jingyu Wang, Rui Wang, Lei Song, Jiang Bian, Jingjing Fu, Yueming Jin
  
  ICML 2026 | February 2026
  
  DOI Publication Publication
- Benchmarking at the Edge of Comprehension
  
  Samuele Marro, Jialin Yu, Emanuele La Malfa, Oishi Deb, Jiawei Li, Yibo Yang, Ebey Abraham, Sunando Sengupta, Eric Sommerlade, Michael Wooldridge, Philip Torr
  
  ICML 2026 | February 2026
  
  Publication DOI
- A Tale of Two Graphs: Separating Knowledge Exploration from Outline Structure for Open-Ended Deep Research
  
  Zhuofan Shi, M. Ma, Zekun Yao, Fangkai Yang, Jue Zhang, Dongge Han, Victor Ruhle, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang
  
  ICML 2026 | February 2026
  
  DOI Publication
- Position: Beyond Prediction: Toward Verifiable Physiological Waveform Reasoning with Foundation Models and Agentic LLMs
  
  Xiaoda Wang, Ching Chang, Defu Cao, Kaiqiao Han, Fang Sun, Yue Huang, Minxiao Wang, Chang Xu, Xiao Luo, Runze Yan, Xiangliang Zhang, Xiao Hu, Yan Liu, Yizhou Sun, Wei Wang, Carl Yang
  
  2026 ICML 2026 | February 2026
  
  Preprint
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  Tobias Schröder, Lester Mackey
  
  ICML 2026 | February 2026
  
  Publication
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  Zhaoyang Wang, Canwen Xu, Boyi Liu, Yite Wang, Siwei Han, Zhewei Yao, Huaxiu Yao, Yuxiong He
  
  ICML 2026 | February 2026
  
  DOI Publication
- Linguistic properties and model scale in brain encoding: from small to compressed language models
  
  Subba Reddy Oota, Vijay Rowtula, Satya Sai Srinath Namburi, Khushbu Pahwa, Anant Khandelwal, Manish Gupta, Tanmoy Chakraborty, Bapi S. Raju
  
  ICML 2026 | February 2026
  
  Preprint
- Subliminal Effects in Your Data: A General Mechanism via Log-Linearity
  
  Ishaq Aden-Ali, Noah Golowich, Allen Liu, Abhishek Shetty, Ankur Moitra, Nika Haghtalab
  
  ICML 2026 | February 2026
  
  Publication DOI
- Predicting evolutionary rate as a pretraining task improves genome language model representations
  
  Micaela Elisa Consens, Kevin Kaichuang Yang, Jimmy Hall, Ashley Conard, Bo Wang, Lorin Crawford, Alan M. Moses, Alex Lu
  
  ICML 2026 | February 2026
  
  DOI
- LIVE: Long-horizon Interactive Video World Modeling
  
  Junchao Huang, Ziyang Ye, Xinting Hu, Tianyu He, Guiyu Zhang, Shaoshuai Shi, Jiang Bian, Li Jiang
  
  ICML 2026 | February 2026
  
  Publication
- Learning Sparse Visual Representations via Spatial-Semantic Factorization
  
  Theodore Zhao, Sid Kiblawi, Jianwei Yang, Naoto Usuyama, Reuben Tan, Noel Codella, Tristan Naumann, Hoifung Poon, Mu-Hsin Wei
  
  ICML 2026 | February 2026
  
  DOI Publication
- ConPress: Learning Efficient Reasoning from Multi-Question Contextual Pressure
  
  Jie Deng, Shining Liang, Jun Li, Hongzhi Li, Yutao Xie
  
  ICML 2026 | February 2026
  
  Preprint
- ThetaEvolve: Test-time Learning on Open Problems
  
  Yiping Wang, Shao-Rong Su, Zhiyuan Zeng, Eva Xu, Liliang Ren, Xinyu Yang, Zeying Huang, Xuehai He, Luyao Ma, Baolin Peng, Hao Cheng, Pengcheng He, Weizhu Chen, Shuohang Wang, Simon Shaolei Du, Yelong Shen
  
  ICML 2026 | November 2025
  
  Publication
- Co-Evolving Latent Action World Models
  
  Yucen Wang, Feng Zhang, De-Chuan Zhan, Li Zhao, Kaixin Wang, Jiang Bian
  
  ICML 2026 | October 2025
  
  DOI Publication Publication
- Algorithmic Primitives and Compositional Geometry of Reasoning in Language Models
  
  Samuel Lippl, Thomas McGee, Kimberly A. Lopez, Ziwen Pan, Pierce Zhang, Salma Ziadi, Oliver Eberle, Ida Momennejad
  
  ICML 2026 | October 2025
  
  Publication
- Position: Towards Responsible Evaluation for Text-to-Speech
  
  Yifan Yang, Hui Wang, Bing Han, Shujie Liu, Jinyu Li, Yong Qin, Xie Chen
  
  ICML 2026 | October 2025
  
  Publication
- h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning
  
  S. Motwani, Alesia Ivanova, Ziyang Cai, Philip Torr, Riashat Islam, Shital Shah, Christian Schröder de Witt, Charles London
  
  ICML 2026 | October 2025
  
  Preprint
- NorMuon: Making Muon more efficient and scalable
  
  Zichong Li, Liming Liu, Chen Liang, Weizhu Chen, Tuo Zhao
  
  ICML 2026 | October 2025
  
  Publication
- Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
  
  Chendong Wang, Donglin Bai, Yifan Yang, Xiao Jin, Anlan Zhang, Rui Wang, Shiqi Jiang, Yuqing Yang, Hao Wu, Qi Dai, Chong Luo, Ting Cao, Lili Qiu, Suman Banerjee
  
  ICML 2026 | October 2025
  
  Publication
- Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner
  
  Cai Zhou, Chenxiao Yang, Yi Hu, Chenyu Wang, Chubin Zhang, Muhan Zhang, Lester Mackey, Tommi Jaakkola, Stephen Bates, Dinghuai Zhang
  
  ICML 2026 | October 2025
  
  Publication
- Unlocking Zero-Shot Geospatial Reasoning via Indirect Rewards
  
  Chenhui Xu, Fuxun Yu, Mike Bianco, Jacob Kovarskiy, Raphael Tang, Qi Zhang, Zirui Xu, William Levine, Brandon Dubbs, Heming Liao, C. Burgess, Suvam Bag, Jay Patravali, Rupanjali Kukal, Mikael Figueroa, Rishi Madhok, Nikolaos Karianakis, Jinjun Xiong
  
  ICML 2026 | September 2025
  
  Publication
- AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
  
  Xin Ding, Jianyu Wei, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Hao Wu, Fucheng Jia, Liang Mi, Yuxuan Yan, Weijun Wang, Yunxin Liu, Zhibo Chen, Ting Cao
  
  ICML 2026 | September 2025
  
  DOI Publication
- Learning GUI Grounding with Spatial Reasoning from Visual Feedback
  
  Yu Zhao, Wei-Ning Chen, Huseyin Inan, Samuel Kessler, Lu Wang, Lukas Wutschitz, Fangkai Yang, Chaoyun Zhang, Pasquale Minervini, Saravan Rajmohan, Robert Sim
  
  ICML 2026 | September 2025
  
  Publication DOI
- The Relative Instability of Model Comparison with Cross-validation
  
  Alexandre Bayle, Lucas Janson, Lester Mackey
  
  ICML 2026 | August 2025
  
  Publication
- A Large Language Model Powered Integrated Circuit Footprint Geometry Understanding
  
  Yida Wang, Taiting Lu, Runze Liu, Lanqing Yang, Yifan Yang, Zhe Chen, Yuehai Wang, Yixin Liu, Kaiyuan Lin, Xiaomeng Chen, D. Ding, Yijie Li, Yi-Chao Chen, Yincheng Jin, Mahanth K. Gowda
  
  ICML 2026 | July 2025
  
  PDF DOI
- PICACO: Pluralistic In-Context Value Alignment of LLMs via Total Correlation Optimization
  
  Han Jiang, Dongyao Zhu, Zhihua Wei, Xiaoyuan Yi, Ziang Xiao, Xing Xie
  
  ICML 2026 | July 2025
  
  Publication
- Privacy Amplification in Differentially Private Zeroth-Order Optimization with Hidden States
  
  Eli Chien, Wei-Ning Chen, Pan Li
  
  ICML 2026 | May 2025
  
  Publication
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  Alex Jinpeng Wang, Dongxing Mao, Jiawei Zhang, Wei Han, Zhuobai Dong, Linjie Li, Yiqi Lin, Zhengyuan Yang, Libo Qin, Fuwei Zhang, Lijuan Wang, Min Li
  
  ICML 2026 | February 2025
  
  Publication
- Multimodal Latent Language Modeling with Next-Token Diffusion
  
  Yutao Sun, Hangbo Bao, Wenhui Wang, Zhiliang Peng, Li Dong, Shaohan Huang, Jianyong Wang, Furu Wei
  
  ICML 2026 | December 2024
  
  Publication
- MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety
  
  Jialin Song, Xiaodong Liu, Weiwei Yang, Wuyang Chen, Mingqian Feng, Xuekai Zhu, Jianfeng Gao
  
  May 2026
  
  arXiv | May 2026
  
  Preprint
- Distributional Alignment Games for Answer-Level Fine-Tuning
  
  M. Mohri, Jon Schneider, Yifan Wu
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
  
  Weijie Wang, Xiaoxuan He, Youping Gu, Yifan Yang, Zeyu Zhang, Yefei He, Yanbo Ding, Xirui Hu, Donny Y. Chen, Zhiyuan He, Yuqing Yang, Bohan Zhuang
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- Shuffle the Context: RoPE-Perturbed Self-Distillation for Long-Context Adaptation
  
  Zichong Li, Chen Liang, Liliang Ren, Tuo Zhao, Yelong Shen, Weizhu Chen
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
  
  Mingqing Xiao, Yansen Wang, Dongqi Han, Caihua Shan, Dongsheng Li
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
  
  Ziwei Zhou, Zeyuan Lai, Rui Wang, Yifan Yang, Zhening Xing, Yuqing Yang, Qi Dai, Lili Qiu, Chong Luo
  
  April 2026
  
  arXiv | April 2026
  
  Publication
- Next-Token Prediction and Regret Minimization
  
  M. Mohri, C. Sanford, Jon Schneider, Kiran Vodrahalli, Yifan Wu
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook
  
  Jaehyeok Lee, Xiaoyuan Yi, Jingtao Yao, Hyunjin Hwang, Roy Ka-Wei Lee, Xing Xie, Jinyeong Bak
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- MoLoRA: Composable Specialization via Per-Token Adapter Routing
  
  Shrey Shah, Justin Wagle
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- SlideSparse: Fast and Flexible (2N-2):2N Structured Sparsity
  
  Hanyong Shao, Yingbo Hao, Ting Song, Yan Xia, Di Zhang, Shaohan Huang, Xun Wu, Songcheng Xu, Le Xu, Li Dong, Zewen Chi, Yinxue Zou, Furu Wei
  
  March 2026
  
  arXiv | March 2026
  
  Publication
- Contextualized Privacy Defense for LLM Agents
  
  Yule Wen, Yanzhe Zhang, Jianxun Lian, Xiaoyuan Yi, Xing Xie, Diyi Yang
  
  March 2026
  
  arXiv | March 2026
  
  Preprint
  
  Publication
- TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation
  
  Steven Liu, Jane Luo, Xin Zhang, Aofan Liu, Hao Liu, J. Wu, Ziyang Huang, Yangyu Huang, Yu Kang, Scarlett Li
  
  February 2026
  
  arXiv | February 2026
  
  Publication Github
- PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents
  
  Ke Yang, Zixiang Chen, Xuan He, Jize Jiang, Michel Galley, Chenglong Wang, Jianfeng Gao, Jiawei Han, ChengXiang Zhai
  
  February 2026
  
  February 2026
  
  PDF Publication

Microsoft at ICML 2026

出版物

BlueCodeAgent: A Blue Teaming Agent Enabled by Automated Red Teaming for CodeGen AI

When does predictive inverse dynamics outperform behavior cloning?

Euclean: Automated Geometry Problem Formalization with Unified Verification in Lean

Private Learning with Public Feature Conditioning

PISCES: Annotation-free Text-to-Video Post-Training via Optimal Transport-Aligned Rewards

Reasoning about Reasoning: BAPO Bounds on Chain-of-Thought Token Complexity in LLMs

Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use

CrispEdit: Low-Curvature Projections for Scalable Non-Destructive LLM Editing

Differentially Private Synthetic Data via APIs 4: Tabular Data

HOBIT: Hardness Optimized Batch Sampling for InfoNCE Training

Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity

Position: Web Agents Should Use Typed Actions Instead of Click-Based Browsing

Minibatch Selection for Language Models via Partition Matroid Constrained Gradient Matching

Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases

Bandit Social Leaning Dynamics with Exploration Episodes

A Benchmark and Framework for Evaluating Next Action Predictions in Spreadsheets

ACON: Optimizing Context Compression for Long-horizon LLM Agents

Beyond Pixel Context Windows: Neural World Simulators with Persistent 3D State

Beyond Prediction: Tail-Aware Scheduling for LLM Inference

Closing the Loop: Universal Repository Representation with RPG-Encoder

Contextual Slate GLM Bandits with Limited Adaptivity

Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs

Entropy-Aware Dynamic KV Cache Sparsification for Autoregressive Image Generation and Editing

InfoAtlas: A Foundation Model for Zero-Shot Statistical Dependence Estimate

Position: Reasoning is a Learnable Rule-Based Process

Improving Diffusion Planners by Self-Supervised Action Gating with Energies

Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding

D^3: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training

FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications

Towards Efficient LLMs Annealing with Principled Sample Selection

Pull Requests as a Training Signal for Repo-Level Code Editing

MVP-LAM: Learning Action-Centric Latent Action via Cross-Viewpoint Reconstruction

Thinned Mean Field Langevin Dynamics

Diversity Over Frequency: Rethinking Tool Use in Visual Chain-of-Thought Agents

Proact-VL: A Proactive VideoLLM for Real-Time AI Companions

FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents

Beyond Sunk Costs: Boosting LLM Pre-training Efficiency via Orthogonal Growth of Mixture-of-Experts

On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length

MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety

ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation

Moving Beyond Sparse Grounding with Complete Screen Parsing Supervision

Distributional Alignment Games for Answer-Level Fine-Tuning

World-R1: Reinforcing 3D Constraints for Text-to-Video Generation

Shuffle the Context: RoPE-Perturbed Self-Distillation for Long-Context Adaptation

AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation

Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency

RAGEN-2: Reasoning Collapse in Agentic RL

Next-Token Prediction and Regret Minimization

Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook

MoLoRA: Composable Specialization via Per-Token Adapter Routing

Towards On-Policy SFT: Distribution Discriminant Theory and its Applications in LLM Training

CAReDiO: Cultural Alignment via Representativeness and Distinctiveness Guided Data Optimization

Compression as Adaptation: Implicit Visual Representation with Diffusion Foundation Models

SlideSparse: Fast and Flexible (2N-2):2N Structured Sparsity

Contextualized Privacy Defense for LLM Agents

Interpreting and Steering State-Space Models via Activation Subspace Bottlenecks

Test-Time Learning of Causal Structure from Interventional Data

3DMedAgent: Unified Perception-to-Understanding for 3D Medical Analysis

Benchmarking at the Edge of Comprehension

A Tale of Two Graphs: Separating Knowledge Exploration from Outline Structure for Open-Ended Deep Research

Position: Beyond Prediction: Toward Verifiable Physiological Waveform Reasoning with Foundation Models and Agentic LLMs

TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation

Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning

WildCat: Near-Linear Attention in Theory and Practice

Linguistic properties and model scale in brain encoding: from small to compressed language models

PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents

Predicting evolutionary rate as a pretraining task improves genome language model representations

Subliminal Effects in Your Data: A General Mechanism via Log-Linearity

LIVE: Long-horizon Interactive Video World Modeling

Learning Sparse Visual Representations via Spatial-Semantic Factorization

ConPress: Learning Efficient Reasoning from Multi-Question Contextual Pressure

ThetaEvolve: Test-time Learning on Open Problems

Co-Evolving Latent Action World Models

Algorithmic Primitives and Compositional Geometry of Reasoning in Language Models

h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning

Position: Towards Responsible Evaluation for Text-to-Speech

NorMuon: Making Muon more efficient and scalable

Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning