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machine learning Sep 24 Even Sharper Bounds for Transductive Learning and Its Applications by Yingzhen Yang machine learning Sep 24 Order-Invariant Answers, Order-Sensitive Representations in Mathematical Reasoning by Zhixu Silvia Tao machine learning Sep 24 Minimal-Norm Univariate Two-Layer ReLU Classification: Exact Solutions and Global Optimality with Skip Connections by Karolina Drabik, Ben Lewis, Antoni Puch, Etienne Boursier, Piotr Hofman, Matthias Englert, Ranko Lazić machine learning Sep 24 Context-Continuous Preference Learning for Exoskeleton Personalization by Sunin Baek, Sungwoo Park, Daekyum Kim machine learning Sep 23 EquivSVA: A Formally Verified Dataset of Behavioral Assertions Across Equivalent RTL Implementations by FNU Aditi machine learning Sep 23 The Sirens' Song: When Proximal Background Context Overshadows Distant Evidence by Xiaoyu Yang, Jie Lu, Wei Duan, En Yu machine learning Sep 23 Train Where the Quantized Model Goes: On-Policy Distillation for Low-Bit Reasoning by Yuanteng Chen, Zhilei Liu, Peisong Wang, Yuantian Shao, Chuangyi Li, Weining Wang, Shuang Qiu, Gang Li, Jing Liu, Jian Cheng machine learning Sep 23 A Spectral Theory of Grokking: Weight Decay induces Feature Learning by Lenz Pracher, Pascal de Jong, Oskar Lieshaus, Alan Jeffares, Steffen Rulands machine learning Sep 23 MAGIC: Mixed-Granularity Agent Graphs via Incremental Construction with Dense-Reward Reinforcement Learning by Kairui Yang, Ziheng Yi, Xunkai Li, Minghao An, Zhanke Liu, Zekai Chen, Rong-Hua Li machine learning Sep 22 Critical-State RL: Diagnosing Trainable States for Multi-Turn Tool Use by Zixiang Chen, Wenting Zhao, Zhepeng Cen, Akshara Prabhakar, Jielin Qiu, Jianguo Zhang, Zhiwei Liu, Tulika Manoj Awalgaonkar, Liangwei Yang, Shelby Heinecke, Silvio Savarese, Huan Wang