Publication GFlowRL: Scaling Distribution-Matching RL to Large Language Models Xiaodong Liu, Michael Xu, Jack W. Stokes, Paul Smolensky, Doug Burger, Jianfeng Gao July 2026 arXiv | July 2026 Preprint
Publication Do AI Agents Know When a Task Is Simple? Toward Complexity-Aware Reasoning and Execution Jarod Yin, Xinyu Feng July 2026 arXiv | July 2026
Publication Beyond the Single Camera: Agentic Multi-View Reasoning in Sports Video Understanding Kerui Chen, Jinglu Wang, Xiaoyi Zhang, Yan Lu July 2026 arXiv | July 2026
Publication Domain-Aware Scaling Laws Uncover Data Synergy Kimia Hamidieh, Lester Mackey, David Alvarez-Melis 2026 COLM | July 2026
Publication Xkernel: Principled Performance Tunability of Operating System Kernel Zhongjie Chen, Wentao Zhang, Yulong Tang, Ran Shu, Fengyuan Ren, Tianyin Xu, Jing Liu OSDI 2026 | July 2026
Publication Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Gohar Irfan Chaudhry, Esha Choukse, Haoran Qiu, Íñigo Goiri, Rodrigo Fonseca, Adam Belay, Ricardo Bianchini OSDI 2026 | July 2026 Project
Publication Learning behavior accounts for background-related advantage in AI-assisted education Jingwei Yi, Yueqi Xie, Jiyan He, Rui Ye, Junming Huang, Bin Benjamin Zhu, Sean Rintel, Yueqi Xie, Xing Xie, Fangzhao Wu July 2026 arXiv | July 2026
Publication Perfect Recall, Parallel Efficiency: Multi-Head Latent Attention for Million-Token-Context Decoding Yifan Guo, Wei Cui, Peng Cheng SPIGM @ ICML 2026 | July 2026
Publication Robo-ValueRL: Reliable Value Estimation for Offline-to-Online Reinforcement Learning Wenke Xia, Pei Ren, Wenbo Yu, Yizhuo Zhang, Jifan Li, Yixue Zhang, Yinuo Zhao, Qingyang Gao, Jianlong Fu, Jian Tang, Ji-Rong Wen, Zhengping Che, Di Hu July 2026 arXiv | July 2026
Publication SlimeMold: Scaling Distributed Hardware Load Balancers via a Unified Giant Connection Table Ziyuan Liu, Zhixiong Niu, Ran Shu, Jianqin Zhang, Guohong Lai, Liang Gao, Na Wang, Zongying He, Jacob Nelson, Dan R. K. Ports, Lihua Yuan, Peng Cheng, Yongqiang Xiong ACM SoCC 2026