Publication 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
Publication Evaluating LLM Reasoning Beyond Correctness and CoT Soheil Abbasloo February 2026 February 2026
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
Publication Rising Multi-Armed Bandits with Known Horizons Seockbean Song, Chenyu Gan, Youngsik Yoon, Siwei Wang, Wei Chen, Jungseul Ok ArXiv | February 2026, Vol abs/2602.10727
Publication Optimizing Agent Planning for Security and Autonomy Aashish Kolluri, Rishi Sharma, Manuel Costa, Boris Köpf, Tobias Niessen, Mark Russinovich, Shruti Tople, Santiago Zanella-Béguelin ICLR 2026 | February 2026 Project
Publication Temperature as a Meta-Policy: Adaptive Temperature in LLM Reinforcement Learning Haoran Dang, Cuiling Lan, Hai Wan, Xibin Zhao, Yan Lu ICLR 2026 | February 2026
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 Github
Publication VTC: DNN Compilation with Virtual Tensors for Data Movement Elimination Muyan Hu, Ahan Gupta, Jiachen Yuan, Vima Gupta, Taeksang Kim, Xin Xu, Janardhan (Jana) Kulkarni, Ofer Dekel, V. Adve, Charith Mendis OSDI 2026 | February 2026
Publication 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