Publication Can LLMs Really Recover Microservice Failures? A Recovery-Aware Evaluation of Diagnosis-to-Action Reasoning Jiaxing Qi, Zhongzhi Luan, Hongyu Zhang, Shaohan Huang, Carol J. Fung, Yongxin Tong, Hailong Yang, Depei Qian July 2026 arXiv | July 2026
Publication Reason, Reward, Refine: Step-Level Errors Corrections with Structured Feedback for Physics Reasoning in Small Language Models Raj Jaiswal, Dhruv Jain, Rishabh Dhawan, Sree Krishna Uppalapati, Shin’ichi Satoh, Tanuja Ganu, R. Shah July 2026 arXiv | July 2026
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
Publication RustMizan: A Compilable, Contamination-Aware Benchmarking Framework for Rust Vulnerabilities Tamer Elsayed, Shiping Yang, Eunsong Koh, Sanika Goyal, Vincent Huang, Paul Ngo, Nathan Young, Mohammad Omidvar Tehrani, Alvyn Kang, Arnell Kang, Zeyu Chen, Angelica Moreira, Xuan Feng, Angel X. Chang, Nick Sumner, Steven Y. Ko July 2026 arXiv | 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
Publication Multi-Turn On-Policy Distillation with Prefix Replay Baohao Liao, Hanze Dong, C. Monz, Xinxing Xu, Li Dong, Furu Wei July 2026 arXiv | July 2026
Publication ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes Qihao Zhao, Yangyu Huang, Yalun Dai, Lingao Xiao, Jianjun Gao, Xin Zhang, Wenshan Wu, Scarlett Li, Yang He, Yan Lu, Yap Kim Hui | July 2026 Published by Microsoft
Publication From Task to Tutorial: An Automated GUI Framework for Excel Tutorial Document and Video Creation Yuhang Xie, Jian Mu, Xiaojun Ma, Chaoyun Zhang, Lu Wang, Mengyu Zhou, Mugeng Liu, Si Qin, Qingwei Lin, Saravan Rajmohan, Shi Han, Dongmei Zhang FSE'26 Industry Track | July 2026
Publication Learning Optimal Message Representations for Agentic Communication Shashwat Gupta, Anson Bastos, Mayukh Das, Supriyo Ghosh, Nagarajan Natarajan, Chetan Bansal, Saravan Rajmohan ACL 2026 | July 2026 Findings Paper
Publication StepFly: Agentic Troubleshooting Guide Automation for Incident Diagnosis Jiayi Mao, Liqun Li, Yanjie Gao, Zegang Peng, Shilin He, Chaoyun Zhang, Si Qin, Samia Khalid, Qingwei Lin, Saravan Rajmohan, Sitaram Lanka, Dongmei Zhang FSE'26 | July 2026