Publication AI Evaluation Should Require Standardized Item-Level Data Releases Hang Jiang, Susu Zhang, Dongyao Zhu, Yuzhuo Bai, Sang Truong, Xiaoyuan Yi, Sanmi Koyejo, Xing Xie, Ziang Xiao February 2026 arXiv | February 2026
Publication Exploring Interpretability for Visual Prompt Tuning with Cross-layer Concepts Yubin Wang, Xinyang Jiang, De Cheng, Xiangqian Zhao, Zilong Wang, Dongsheng Li, Cairong Zhao ICLR 2026 | February 2026
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 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 Beyond Correctness: Learning Robust Reasoning via Transfer Hyunseok Lee, Soheil Abbasloo, Jihoon Tack, Jinwoo Shin February 2026 arXiv | February 2026
Publication Reducing the Costs of Proof Synthesis on Rust Systems by Scaling Up a Seed Training Set Nongyu Di, Tianyu Chen, Shan Lu, Shuai Lu, Yeyun Gong, Peng Cheng, Jay Lorch, Yuan Yao, Xiaoxing Ma February 2026 February 2026 Project
Publication RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents Jialiang Zhu, Gongrui Zhang, Xiaolong Ma, Lin Xu, Miaosen Zhang, Ruiqi Yang, Song Wang, Kai Qiu, Zhirong Wu, Qi Dai, Rui Ma, Bei Liu, Yifan Yang, Chong Luo, Zhengyuan Yang, Linjie Li, Lijuan Wang, Weizhu Chen, Xin Geng, Baining Guo ICML 2026 | February 2026
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