University of Wisconsin-Madison（威斯康星大学麦迪逊分校）

2510.20809 2025-10-24 cs.AI cs.CL cs.CV cs.LG

Real Deep Research for AI, Robotics and Beyond

Xueyan Zou, Jianglong Ye, Hao Zhang, Xiaoyu Xiang, Mingyu Ding, Zhaojing Yang, Yong Jae Lee, Zhuowen Tu, Sifei Liu, Xiaolong Wang

机构 * UC San Diego（加州大学圣地亚哥分校）； NVIDIA（英伟达）； META ； UNC（北卡罗来纳大学教堂山分校）； UW-Madison（威斯康星大学麦迪逊分校）

Comments website: https://realdeepresearch.github.io

2508.17536 2025-10-24 cs.CL cs.MA

Debate or Vote: Which Yields Better Decisions in Multi-Agent Large Language Models?

Hyeong Kyu Choi, Xiaojin Zhu, Sharon Li

机构 * Department of Computer Sciences, University of Wisconsin-Madison（计算机科学系，威斯康星大学麦迪逊分校）

Comments NeurIPS 2025 Spotlight

2502.16076 2025-10-24 cs.LG

Harnessing Feature Resonance under Arbitrary Target Alignment for Out-of-Distribution Node Detection

Shenzhi Yang, Junbo Zhao, Sharon Li, Shouqing Yang, Dingyu Yang, Xiaofang Zhang, Haobo Wang

机构 * Zhejiang University（浙江大学）； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security（杭州高新技术区（滨江）区块链与数据安全研究院）； Department of Computer Sciences, University of Wisconsin-Madison（威斯康星大学麦迪逊分校计算机科学系）； School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院）

Comments NeurIPS 2025 Accepted

2410.19258 2025-10-24 cs.CL cs.AI

Not All Heads Matter: A Head-Level KV Cache Compression Method with Integrated Retrieval and Reasoning

Yu Fu, Zefan Cai, Abedelkadir Asi, Wayne Xiong, Yue Dong, Wen Xiao

机构 * University of California, Riverside（加州大学河滨分校）； University of Wisconsin-Madison（威斯康星大学麦迪逊分校）； Microsoft（微软公司）

Comments Accepted to ICLR2025