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 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 ResearchStudio-Reel: Automate the Last Mile of Research from Paper to Poster, Video, and Blog Lingao Xiao, Yalun Dai, Yangyu Huang, Qihao Zhao, Wenshan Wu, Hugo He, Ruishuo Chen, Jingming Jiang, Qianli Ma, Jiahuan Zhang, Xin Zhang, Ying Xin, Yang Ou, Yan Xia, Scarlett Li, Longbo Huang, Zhipeng Zhang, Yang He, Yap Kim Hui, Yan Lu July 2026 arXiv | July 2026
Publication SkillOpt-Lite: Better and Faster Agent Self-evolution via One Line of Vibe Yifei Shen, Bo Li, Xinjie Zhang July 2026 arXiv | July 2026
Publication HARC: Coupling Harmfulness and Refusal Directions for Robust Safety Alignment Shei Pern Chua, Hao Wu, Qianli Ma, Fangzhao Wu July 2026 arXiv | July 2026
Publication Toward Consistent World Models with Multi-Token Prediction and Latent Semantic Enhancement Qimin Zhong, Hao Liao, Haiming Qin, Mingyang Zhou, Rui Mao, Wei Chen, Naipeng Chao The 64th Annual Meeting of the Association for Computational Linguistics (ACL), Main Conference | July 2026
Publication PaT: Planning-after-Trial for Efficient Test-Time Code Generation Youngsik Yoon, Sungjae Lee, Seockbean Song, Siwei Wang, Wei Chen, Jungseul Ok The 64th Annual Meeting of the Association for Computational Linguistics (ACL), Main Conference | July 2026
Publication ELDR: Expert-Locality-Aware Decode Routing for PD-Disaggregated MoE Serving Sang-Jun Choi, Sukmin Cho, Yifan Xiong, Ziyue Yang, Youngjin Kwon, Peng Cheng July 2026 arXiv | July 2026
Publication LatentRevise: Learning from Zero-Hit Reasoning Yiqiu Guo, Xueting Han, Qi Jia, Guangtao Zhai, Jing Bai June 2026 arXiv | June 2026
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