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

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2511.02944 2025-11-06 cs.LG cs.AI math.OC stat.ML

Power Constrained Nonstationary Bandits with Habituation and Recovery Dynamics

Fengxu Li, Stephanie M. Carpenter, Matthew P. Buman, Yonatan Mintz

机构 * Department of Industrial and Systems Engineering, University of Wisconsin-Madison(工业与系统工程系,威斯康星大学麦迪逊分校) College of Health Solutions, Arizona State University(健康解决方案学院,亚利桑那州立大学)

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2509.04731 2025-11-05 cs.AI cs.CL cs.LG cs.MA cs.RO

Generative World Models of Tasks: LLM-Driven Hierarchical Scaffolding for Embodied Agents

Brennen Hill

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

Comments In the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Embodied World Models for Decision Making (EWM)

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2509.04633 2025-11-05 cs.NE cs.AI cs.LG q-bio.NC

The Physical Basis of Prediction: World Model Formation in Neural Organoids via an LLM-Generated Curriculum

Brennen Hill

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

Comments Published in the proceedings of the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Scaling Environments for Agents (SEA). Additionally accepted for presentation in NeurIPS 2025 Workshop: Embodied World Models for Decision Making

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2509.03771 2025-11-05 cs.LG cs.AI cs.MA

Co-Evolving Complexity: An Adversarial Framework for Automatic MARL Curricula

Brennen Hill

机构 * Department of Computer Science University of Wisconsin-Madison(计算机科学系 明尼苏达大学)

Comments Published in the proceedings of the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Scaling Environments for Agents (SEA)

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2511.01847 2025-11-04 cs.LG stat.ML

Bridging Lifelong and Multi-Task Representation Learning via Algorithm and Complexity Measure

Zhi Wang, Chicheng Zhang, Ramya Korlakai Vinayak

机构 * University of Wisconsin–Madison(威斯康星大学麦迪逊分校) University of Arizona(亚利桑那大学)

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2510.26082 2025-11-04 cs.RO

Beyond the Uncanny Valley: A Mixed-Method Investigation of Anthropomorphism in Protective Responses to Robot Abuse

Fan Yang, Lingyao Li, Yaxin Hu, Michael Rodgers, Renkai Ma

机构 * University of South Carolina(南卡罗来纳大学) University of South Florida(佛罗里达州立大学) University of Wisconsin--Madison(威斯康星大学麦迪逊分校) University of Cincinnati(辛辛那提大学)

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2507.10718 2025-11-04 cs.LG cs.DS math.OC

Distributionally Robust Optimization with Adversarial Data Contamination

Shuyao Li, Ilias Diakonikolas, Jelena Diakonikolas

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

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2510.26080 2025-10-31 cs.RO

I don't Want You to Die: A Shared Responsibility Framework for Safeguarding Child-Robot Companionship

Fan Yang, Renkai Ma, Yaxin Hu, Michael Rodgers, Lingyao Li

机构 * University of South Carolina(南卡罗来纳大学) University of Cincinnati(辛辛那提大学) University of Wisconsin--Madison(威斯康星大学麦迪逊分校) University of South Florida(佛罗里达州立大学)

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2510.22033 2025-10-31 cs.LG q-bio.QM stat.ML

Linearized Optimal Transport for Analysis of High-Dimensional Point-Cloud and Single-Cell Data

Tianxiang Wang, Yingtong Ke, Dhananjay Bhaskar, Smita Krishnaswamy, Alexander Cloninger

机构 * University of California, San Diego(加州大学圣地亚哥分校) University of Wisconsin-Madison(威斯康星大学麦迪逊分校) Yale University(耶鲁大学)

Comments 11 pages, 5 figures

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2510.25039 2025-10-30 cs.SE cs.LG

Automating Benchmark Design

Amanda Dsouza, Harit Vishwakarma, Zhengyang Qi, Justin Bauer, Derek Pham, Thomas Walshe, Armin Parchami, Frederic Sala, Paroma Varma

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

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2510.23960 2025-10-29 cs.CV cs.AI cs.CR

SafeVision: Efficient Image Guardrail with Robust Policy Adherence and Explainability

Peiyang Xu, Minzhou Pan, Zhaorun Chen, Shuang Yang, Chaowei Xiao, Bo Li

机构 * University of Chicago(芝加哥大学) Virtue AI Meta University of Wisconsin, Madison(威斯康星大学麦迪逊分校)

Comments 42 pages, 9 figures

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2507.02937 2025-10-29 cs.LG cs.AI

FoGE: Fock Space inspired encoding for graph prompting

Sotirios Panagiotis Chytas, Rudrasis Chakraborty, Vikas Singh

机构 * University of Wisconsin-Madison(威斯康星大学麦迪逊分校) Lawrence Livermore National Lab(劳伦斯利弗莫尔国家实验室)

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2510.23382 2025-10-28 cs.CV

An Efficient Remote Sensing Super Resolution Method Exploring Diffusion Priors and Multi-Modal Constraints for Crop Type Mapping

Songxi Yang, Tang Sui, Qunying Huang

机构 * Department of Geography(地理系) University of Wisconsin-Madison(威斯康星大学麦迪逊分校)

Comments 41 pages

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2510.22993 2025-10-28 cs.LG cs.CL

Can Language Models Compose Skills In-Context?

Zidong Liu, Zhuoyan Xu, Zhenmei Shi, Yingyu Liang

机构 * The University of Hong Kong(香港大学) University of Wisconsin-Madison(威斯康星大学麦迪逊分校)

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2510.22196 2025-10-28 cs.CV cs.AI

Scaling Non-Parametric Sampling with Representation

Vincent Lu, Aaron Truong, Zeyu Yun, Yubei Chen

机构 * University of Wisconsin–Madison(威斯康星大学麦迪逊分校) University of Illinois Urbana–Champaign(伊利诺伊大学厄巴纳-香槟分校) UC Berkeley(伯克利大学) UC Davis(戴维斯大学)

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2505.14677 2025-10-28 cs.CV

Visionary-R1: Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning

Jiaer Xia, Yuhang Zang, Peng Gao, Sharon Li, Kaiyang Zhou

机构 * Hong Kong Baptist University(香港 Baptist 大学) Shanghai AI Lab(上海人工智能实验室) University of Wisconsin-Madison(威斯康星大学麦迪逊分校)

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2304.03720 2025-10-28 cs.LG cs.AI stat.ML

Representer Theorems for Metric and Preference Learning: Geometric Insights and Algorithms

Peyman Morteza

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 A shorter version appeared in AISTATS 2025

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2510.22099 2025-10-28 cs.CL

Generalization or Memorization: Dynamic Decoding for Mode Steering

Xuanming Zhang

机构 * Stanford University, Palo Alto, USA(斯坦福大学) Department of Computer Science, University of Wisconsin-Madison, Madison, USA(计算机科学系,威斯康星大学麦迪逊分校)

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2506.17124 2025-10-28 cs.AI

When Can Model-Free Reinforcement Learning be Enough for Thinking?

Josiah P. Hanna, Nicholas E. Corrado

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

Comments 26 pages, 4 figures, Accepted to NeurIPS 2025

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2503.19331 2025-10-28 cs.CV cs.LG

ChA-MAEViT: Unifying Channel-Aware Masked Autoencoders and Multi-Channel Vision Transformers for Improved Cross-Channel Learning

Chau Pham, Juan C. Caicedo, Bryan A. Plummer

机构 * Boston University(波士顿大学) Morgridge Institute, UW–Madison(莫里格德研究所,威斯康星大学麦迪逊分校)

Comments Accepted to NeurIPS 2025

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2506.04723 2025-10-27 cs.AI

Beyond Accuracy: Dissecting Mathematical Reasoning for LLMs Under Reinforcement Learning

Jiayu Wang, Yifei Ming, Zixuan Ke, Caiming Xiong, Shafiq Joty, Aws Albarghouthi, Frederic Sala

机构 * University of Wisconsin-Madison(威斯康星大学麦迪逊分校) Salesforce AI Research(Salesforce AI研究)

Comments Accepted to NeurIPS 2025

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2510.20952 2025-10-27 cs.LG

LLM-Integrated Bayesian State Space Models for Multimodal Time-Series Forecasting

Sungjun Cho, Changho Shin, Suenggwan Jo, Xinya Yan, Shourjo Aditya Chaudhuri, Frederic Sala

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 15 pages, 8 figures

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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

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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

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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

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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

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2510.19792 2025-10-23 cs.CY cs.AI

On Controlled Change: Generative AI's Impact on Professional Authority in Journalism

Tomás Dodds, Wang Ngai Yeung, Claudia Mellado, Mathias-Felipe de Lima-Santos

机构 * University of Wisconsin-Madison(威斯康星大学麦迪逊分校) Leiden University(莱顿大学) Northeastern University(东北大学) London University of Oxford(牛津大学伦敦分校) Pontificia Universidad Católica de Valparaiso(瓦尔帕莱索天主教大学) Macquarie University(麦考瑞大学)

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2510.19181 2025-10-23 cs.CL cs.AI cs.LG

Interpretable Question Answering with Knowledge Graphs

Kartikeya Aneja, Manasvi Srivastava, Subhayan Das, Nagender Aneja

机构 * Department of Electrical and Computer Engineering, University of Wisconsin-Madison, Madison, USA(威斯康星大学麦迪逊分校电子与计算机工程系) Department of Computer Science, Banasthali Vidyapeeth, Rajasthan, India(班纳斯塔利大学计算机科学系) Ansyst Consulting, Gurgaon, India(安西斯特咨询公司) Huawei Ireland Research Center, Dublin, Ireland(华为爱尔兰研究中心) Bradley Department of Electrical and Computer Engineering, Virginia Tech, Blacksburg, VA, USA(弗吉尼亚理工学院布拉德利电子与计算机工程系)

Journal ref International Semantic Intelligence Conference (ISIC), Germany, 2025

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2510.18672 2025-10-22 cs.LG cs.AI

Reasoning Language Model Inference Serving Unveiled: An Empirical Study

Qi Li, Junpan Wu, Xiang Liu, Yuxin Wang, Zeyu Li, Zhenheng Tang, Yuhan Chen, Shaohuai Shi, Xiaowen Chu

机构 * The Hong Kong University of Science and Technology (Guangzhou)(香港科学与技术大学(广州)) Shenzhen International Graduate School, Tsinghua University(清华大学深圳国际研究生院) HKBU(香港 Baptist University) University of Wisconsin-Madison(威斯康星大学麦迪逊分校) Harbin Institute of Technology, Shenzhen(哈尔滨工业大学(深圳)) The Hong Kong University of Science and Technology(香港科学与技术大学)

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2510.18300 2025-10-22 cs.DC cs.LG

A Distributed Framework for Causal Modeling of Performance Variability in GPU Traces

Ankur Lahiry, Ayush Pokharel, Banooqa Banday, Seth Ockerman, Amal Gueroudji, Mohammad Zaeed, Tanzima Z. Islam, Line Pouchard

机构 * Texas State University(德克萨斯州立大学) University of Wisconsin-Madison(威斯康星大学麦迪逊分校) Argonne National Laboratory(阿贡国家实验室) Sandia National Laboratories(桑迪亚国家实验室)

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