Papers

Deep, long-form breakdowns of recent research in AI, machine learning, security & programming languages.

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machine learning Sep 29 KV-streams for Efficient Compaction in Agentic Reinforcement Learning by Emiliano Penaloza, Dane Malenfant, Dheeraj Vattikonda, Roger Creus Castanyer, Siddarth Venkatraman, Abhay Puri, Jonathan Light, Matthew James Sargent, Augustine N. Mavor-Parker, Massimo Caccia, Lucas Caccia, Glen Berseth, Esmeralda S. Whitammer, Alessandro Sordoni, Minseon Kim, Marc-Alexandre Côté, Laurent Charlin, Guillaume Lajoie machine learning Sep 29 Improving Test-Time Scaling with Adaptive Looped Transformers by Yichen You, Tianyu Fu, Aosong Feng, Xingtai Lv, Xuefei Ning, Ning Ding, Yu Wang machine learning Sep 29 Copy the Same, Distill the Difference: Initializing Linear Vision Transformers by Huaiyuan Qin, Muli Yang, Gabriel James Goenawan, Shiqi Huang, Min Kass Chong, Wahyu Wiratama, Peng Hu, Chen Gong, Wu Liu, Xi Peng, Chun Jian Ho, Hongyuan Zhu ai Sep 29 FinAutoRubric: Expert-Guided Automatic Rubric Generation for Evaluating Financial Research Agents by Hoyoung Lee, Suyeol Yun, Jack Haverty, Yunju Cho, Meesong Kim, Daekyung Park, Sumin Kim, Jihoon Kwon, Jasmine Jia Geng, Andrew Chin, Yin Luo, Edward Tong, Yu Yu, Zach Golkhou, Minkyu Kim, Igor Halperin, Young Cha, Alejandro Lopez-Lira, Chanyeol Choi, Yongjae Lee ai Sep 29 Shockingly Simple Self-retrospection Improves Agentic Models Without RL by Jonathan Light, Christopher Zhang Cui, Jeonghye Kim, Roger Creus Castanyer, Emiliano Penaloza, Zhengyan Shi, Alessandro Sordoni, Marc-Alexandre Côté, Xingdi Yuan, Minseon Kim ai Sep 29 Failure-Transparent Agents: Benchmarking Post-Failure Reporting in Tool-Using Language Models by Junru Zhu, Shiming Xie, Aime Lu Fan Chen, Xiaoqing Ding, Chunxin Tang, Ruoyu Qi, Yulang Fei ai Sep 28 AgentWorld: Benchmarking Long-Horizon Collaboration of Multi-agent LLMs by Raphael Shu, Yusen Zhang, Young Min Cho, Jin Mo Yang, Yuan Yuan, Wenliang Zheng, Sharath Chandra Guntuku, Lyle Ungar, Zhou Yu, Rui Zhang ai Sep 28 Learning to Stop without Learning to Stop: Self-Supervised Confidence Training Improves Reasoning Efficiency by Parsa Hosseini, Akasha Tigalappanavara, Sumit Nawathe, Chenrui Fan, Sourya Basu, Genta Indra Winata, Anirban Das, Soheil Feizi, Nima Chitsazan machine learning Sep 28 User Model Extraction via Belief Self-Distillation by Ali Holmov, Yiran Huang, Kirill Bykov, Zeynep Akata machine learning Sep 28 New LoRA Skills Should Read but Never Write by Zeyan Li, Panqi Yang, Qirong Guo, Shengda Zhuo, SIyuan Qiu, Hu Xu, Chun Li, Jianfeng Xu