大模型推理能力

Adaptive Coopetition: Leveraging Coarse Verifier Signals for Resilient Multi-Agent LLM Reasoning

Rui Jerry Huang, Wendy Liu, Anastasia Miin, Lei Ding

专题命中 测试时计算 ：reasoning(title,abstract)；verifier(title,abstract)；self-correction(abstract)

Comments 13 pages, 8 figures. Accepted for presentation at the 5th Workshop on Mathematical Reasoning and AI at NeurIPS 2025

AgentTTS: Large Language Model Agent for Test-time Compute-optimal Scaling Strategy in Complex Tasks

Fali Wang, Hui Liu, Zhenwei Dai, Jingying Zeng, Zhiwei Zhang, Zongyu Wu, Chen Luo, Zhen Li, Xianfeng Tang, Qi He, Suhang Wang

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； Amazon（亚马逊） 纠错

专题命中 测试时计算 ：test-time compute(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by NeurIPS 2025

Test-time Prompt Intervention

Chenxu Yang, Qingyi Si, Mz Dai, Dingyu Yao, Mingyu Zheng, Minghui Chen, Zheng Lin, Weiping Wang

专题命中 测试时计算 ：reasoning(abstract)；test-time compute(abstract)；分类 cs.CL、cs.AI

Comments 24 pages, 20 figures, under review

LASeR: Learning to Adaptively Select Reward Models with Multi-Armed Bandits

Duy Nguyen, Archiki Prasad, Elias Stengel-Eskin, Mohit Bansal

机构 * UNC Chapel Hill（杜克大学夏洛特分校） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

专题命中 测试时计算 ：reasoning(abstract)；math reasoning(abstract)；分类 cs.CL、cs.LG

Comments NeurIPS 2025 camera-ready. First two authors contributed equally. Code: https://github.com/duykhuongnguyen/LASeR-MAB

Learning Affordances at Inference-Time for Vision-Language-Action Models

Ameesh Shah, William Chen, Adwait Godbole, Federico Mora, Sanjit A. Seshia, Sergey Levine

机构 * UC Berkeley（伯克利大学） ； Physical Intelligence（物理智能） 纠错

专题命中 测试时计算 ：reasoning(abstract)；分类 cs.AI

Comments 7 pages and appendix

Test-time Verification via Optimal Transport: Coverage, ROC, & Sub-optimality

Arpan Mukherjee, Marcello Bullo, Debabrota Basu, Deniz Gündüz

专题命中 测试时计算 ：verifier(abstract)；分类 cs.AI