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

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2503.05888 2025-06-23 cs.CL cs.AI cs.CY cs.LG

QG-SMS: Enhancing Test Item Analysis via Student Modeling and Simulation

Bang Nguyen, Tingting Du, Mengxia Yu, Lawrence Angrave, Meng Jiang

机构 * University of Notre Dame(诺特大学) University of Wisconsin-Madison(威斯康星大学麦迪逊分校) University of Illinois at Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校)

Comments Camera Ready - ACL 2025 Main

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2506.16120 2025-06-23 cs.GT cs.LG cs.MA math.OC

Solving Zero-Sum Convex Markov Games

Fivos Kalogiannis, Emmanouil-Vasileios Vlatakis-Gkaragkounis, Ian Gemp, Georgios Piliouras

机构 * Department of Computer Science & Engineering, University of California San Diego(计算机科学与工程系,加州大学圣地亚哥分校) 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) Archimedes, Athena Research Center, Greece(阿基米德,亚提卡研究中心,希腊) Google DeepMind, London, UK(谷歌深Mind,伦敦,英国)

Comments To appear in the Proceedings of the 2025 International Conference on Machine Learning (ICML 2025)

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2506.15791 2025-06-23 stat.ME cs.AI cs.LG stat.ML

TRUST: Transparent, Robust and Ultra-Sparse Trees

Albert Dorador

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

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2408.09251 2025-06-23 cs.RO cs.AI cs.LG

V2X-VLM: End-to-End V2X Cooperative Autonomous Driving Through Large Vision-Language Models

Junwei You, Haotian Shi, Zhuoyu Jiang, Zilin Huang, Rui Gan, Keshu Wu, Xi Cheng, Xiaopeng Li, Bin Ran

机构 * organization= Department of Civil Environmental Engineering, University of Wisconsin–Madison , city= Madison , state= WI , postcode= 53706 , country= USA organization= College of Computing Data Science, Nanyang Technological University , city= Singapore , postcode= 639798 , country= Singapore organization= College of Transportation, Tongji University , city= Shanghai , postcode= 201804 , country= China organization= Zachry Department of Civil Environmental Engineering, Texas A\&M University , city= College Station , state= TX , postcode= 77840 , country= USA organization= School of Civil Environmental Engineering, Cornell University , city= Ithaca , state= NY , postcode= 14853 , country= USA

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2406.07851 2025-06-23 cs.CV

A Labeled Array Distance Metric for Measuring Image Segmentation Quality

Maryam Berijanian, Katrina Gensterblum, Doruk Alp Mutlu, Katelyn Reagan, Andrew Hart, Dirk Colbry

机构 * SEE-Insight Research Lab, Michigan State University, East Lansing, MI, USA(密歇根州立大学SEE-Insight研究实验室) University of Wisconsin–Madison(威斯康星大学麦迪逊分校) Smith College(史密斯学院)

Comments Submitted to: Electronic Letters on Computer Vision and Image Analysis

Journal ref https://elcvia.cvc.uab.cat/article/view/1941

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2506.14912 2025-06-19 cs.CL cs.LG

CrEst: Credibility Estimation for Contexts in LLMs via Weak Supervision

Dyah Adila, Shuai Zhang, Boran Han, Bonan Min, Yuyang Wang

机构 * University of Wisconsin-Madison(威斯康星大学麦迪逊分校) AWS AI Labs(AWS人工智能实验室)

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2407.21794 2025-06-19 cs.CV cs.AI cs.LG

Generalized Out-of-Distribution Detection and Beyond in Vision Language Model Era: A Survey

Atsuyuki Miyai, Jingkang Yang, Jingyang Zhang, Yifei Ming, Yueqian Lin, Qing Yu, Go Irie, Shafiq Joty, Yixuan Li, Hai Li, Ziwei Liu, Toshihiko Yamasaki, Kiyoharu Aizawa

机构 * The University of Tokyo(东京大学) S-Lab, Nanyang Technological University(南洋理工大学S实验室) Duke University(杜克大学) Salesforce AI Research(Salesforce人工智能研究) Nanyang Technological University(南洋理工大学) University of Wisconsin–Madison(威斯康星大学麦迪逊分校) Tokyo University of Science(东京科学大学)

Comments Accepted at TMLR2025. Survey paper. We welcome questions, issues, and paper requests via https://github.com/AtsuMiyai/Awesome-OOD-VLM

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2506.13831 2025-06-18 cs.LG cs.AI

Quantifying Structure in CLIP Embeddings: A Statistical Framework for Concept Interpretation

Jitian Zhao, Chenghui Li, Frederic Sala, Karl Rohe

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

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2506.09182 2025-06-17 cs.RO cs.ET

Towards Full-Scenario Safety Evaluation of Automated Vehicles: A Volume-Based Method

Hang Zhou, Chengyuan Ma, Shiyu Shen, Zhaohui Liang, Xiaopeng Li

机构 * Department of Civil and Environmental Engineering, University of Wisconsin-Madison(威斯康星大学麦迪逊分校土木与环境工程系) Department of Civil and Environmental Engineering, University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校土木与环境工程系)

Comments NA

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2506.11158 2025-06-16 q-bio.GN cs.LG

Brain-wide interpolation and conditioning of gene expression in the human brain using Implicit Neural Representations

Xizheng Yu, Justin Torok, Sneha Pandya, Sourav Pal, Vikas Singh, Ashish Raj

机构 * 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) Department of Computer Science, Brown University(布朗大学计算机科学系) Department of Radiology, University of California, San Francisco(加州大学旧金山分校放射学系) Department of Radiology, Weill-Cornell Medical College(韦尔·科恩医学学院放射学系) Department of Biostatistics, University of Wisconsin-Madison(威斯康星大学麦迪逊分校生物统计学系)

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2506.11125 2025-06-16 cs.CL cs.AI

ASRJam: Human-Friendly AI Speech Jamming to Prevent Automated Phone Scams

Freddie Grabovski, Gilad Gressel, Yisroel Mirsky

机构 * UW–Madison(威斯康星大学麦迪逊分校)

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2302.04611 2025-06-16 cs.LG cs.AI q-bio.QM stat.ML

A Text-guided Protein Design Framework

Shengchao Liu, Yanjing Li, Zhuoxinran Li, Anthony Gitter, Yutao Zhu, Jiarui Lu, Zhao Xu, Weili Nie, Arvind Ramanathan, Chaowei Xiao, Jian Tang, Hongyu Guo, Anima Anandkumar

机构 * University of California Berkeley(加州大学伯克利分校) California Institute of Technology(加州理工学院) University of Toronto(多伦多大学) University of Wisconsin-Madison(威斯康星大学麦迪逊分校) Morgridge Institute for Research(莫里格研究所) Université de Montréal(蒙特利尔大学) Mila-Québec Artificial Intelligence Institute(魁北克人工智能研究所) Texas A&M University(德克萨斯农工大学) Nvidia Research(Nvidia研究部) Argonne National Laboratory(阿贡国家实验室) National Research Council Canada(加拿大国家研究委员会) HEC Montréal(蒙特利尔HEC商学院)

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2411.18479 2025-06-13 cs.CR cs.AI cs.LG

SoK: Watermarking for AI-Generated Content

Xuandong Zhao, Sam Gunn, Miranda Christ, Jaiden Fairoze, Andres Fabrega, Nicholas Carlini, Sanjam Garg, Sanghyun Hong, Milad Nasr, Florian Tramer, Somesh Jha, Lei Li, Yu-Xiang Wang, Dawn Song

机构 * University of California, Berkeley(加州大学伯克利分校) Columbia University(哥伦比亚大学) Cornell University(康奈尔大学) Anthropic Oregon State University(俄勒冈州立大学) Google DeepMind(谷歌DeepMind) ETH Zurich(苏黎世联邦理工学院) University of Wisconsin–Madison(威斯康星大学麦迪逊分校) Carnegie Mellon University(卡内基梅隆大学) University of California, San Diego(加州大学圣地亚哥分校)

Comments IEEE S&P 2025

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2312.09196 2025-06-13 cs.LG cs.AI cs.CV

Improved Algorithm for Deep Active Learning under Imbalance via Optimal Separation

Shyam Nuggehalli, Jifan Zhang, Lalit Jain, Robert Nowak

机构 * University of Wisconsin-Madison(威斯康星大学麦迪逊分校) University of Washington, Seattle(华盛顿大学西雅图分校)

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2506.08379 2025-06-11 cs.LG cs.AI cs.CL

Reinforce LLM Reasoning through Multi-Agent Reflection

Yurun Yuan, Tengyang Xie

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

Comments International Conference on Machine Learning (ICML), 2025

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2506.08140 2025-06-11 cs.LG cs.CL

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists

Yifei Li, Hanane Nour Moussa, Ziru Chen, Shijie Chen, Botao Yu, Mingyi Xue, Benjamin Burns, Tzu-Yao Chiu, Vishal Dey, Zitong Lu, Chen Wei, Qianheng Zhang, Tianyu Zhang, Song Gao, Xuhui Huang, Xia Ning, Nesreen K. Ahmed, Ali Payani, Huan Sun

机构 * Department of Computer Science and Engineering(计算机科学与工程系) College of Pharmacy(药学院) Department of Psychology(心理学系) Department of Biomedical Informatics(生物医学信息学系) Department of Geography(地理系) Department of Chemistry(化学系) University of Wisconsin–Madison(威斯康星大学麦迪逊分校) The Ohio State University(俄亥俄州立大学)

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2506.08071 2025-06-11 cs.CV

CuRe: Cultural Gaps in the Long Tail of Text-to-Image Systems

Aniket Rege, Zinnia Nie, Mahesh Ramesh, Unmesh Raskar, Zhuoran Yu, Aditya Kusupati, Yong Jae Lee, Ramya Korlakai Vinayak

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

Comments 41 pages, 22 figures, 17 tables

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2506.03100 2025-06-10 cs.LG cs.AI cs.CL cs.IR math.ST stat.TH

Retrieval-Augmented Generation as Noisy In-Context Learning: A Unified Theory and Risk Bounds

Yang Guo, Yutian Tao, Yifei Ming, Robert D. Nowak, Yingyu Liang

机构 * University of Wisconsin-Madison(威斯康星大学麦迪逊分校) Salesforce AI Research(Salesforce人工智能研究) The University of Hong Kong(香港大学)

Comments Under Review

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2503.03499 2025-06-10 cs.LG

State-offset Tuning: State-based Parameter-Efficient Fine-Tuning for State Space Models

Wonjun Kang, Kevin Galim, Yuchen Zeng, Minjae Lee, Hyung Il Koo, Nam Ik Cho

机构 * Seoul National University(首尔国立大学) FuriosaAI UW-Madison(威斯康星大学麦迪逊分校) Ajou University(全州大学)

Comments Accepted at ACL 2025 Main

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2412.02535 2025-06-10 cs.LG cs.CR cs.MA math.AP

Defending Against Diverse Attacks in Federated Learning Through Consensus-Based Bi-Level Optimization

Nicolás García Trillos, Aditya Kumar Akash, Sixu Li, Konstantin Riedl, Yuhua Zhu

机构 * University of Wisconsin-Madison, Department of Statistics(威斯康星大学麦迪逊分校统计学系) Google(谷歌) University of Oxford, Mathematical Institute(牛津大学数学学院) University of California, Los Angeles, Department of Statistics and Data Science(加州大学洛杉矶分校统计学与数据科学系)

Journal ref Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, vol. 383, no. 2298, Jun. 2025

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2403.20331 2025-06-10 cs.CV cs.AI cs.CL cs.LG

Unsolvable Problem Detection: Robust Understanding Evaluation for Large Multimodal Models

Atsuyuki Miyai, Jingkang Yang, Jingyang Zhang, Yifei Ming, Qing Yu, Go Irie, Yixuan Li, Hai Li, Ziwei Liu, Kiyoharu Aizawa

机构 * The University of Tokyo(东京大学) S-Lab, Nanyang Technological University(南洋理工大学S实验室) Duke University(杜克大学) University of Wisconsin-Madison(威斯康星大学麦迪逊分校) LY Corporation(LY公司) Tokyo University of Science(东京科学大学)

Comments Accepted by ACL 2025 Main Conference

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2410.14676 2025-06-10 cs.CL cs.AI

SudoLM: Learning Access Control of Parametric Knowledge with Authorization Alignment

Qin Liu, Fei Wang, Chaowei Xiao, Muhao Chen

机构 * UC Davis(加州大学戴维斯分校) USC(南加州大学) UW-Madison(威斯康星大学麦迪逊分校)

Comments ACL 2025

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2411.10685 2025-06-09 cs.CV

From Prototypes to General Distributions: An Efficient Curriculum for Masked Image Modeling

Jinhong Lin, Cheng-En Wu, Huanran Li, Jifan Zhang, Yu Hen Hu, Pedro Morgado

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

Comments Accepted to CVPR2025

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2505.01449 2025-06-06 cs.LG cs.AI

COSMOS: Predictable and Cost-Effective Adaptation of LLMs

Jiayu Wang, Aws Albarghouthi, Frederic Sala

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

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2506.03857 2025-06-05 cs.LG cs.CL

Prompt Candidates, then Distill: A Teacher-Student Framework for LLM-driven Data Annotation

Mingxuan Xia, Haobo Wang, Yixuan Li, Zewei Yu, Jindong Wang, Junbo Zhao, Runze Wu

机构 * Zhejiang University(浙江大学) University of Wisconsin Madison(威斯康星大学麦迪逊分校) William & Mary(威廉与玛丽学院) NetEase Fuxi AI Lab(网易伏羲人工智能实验室)

Comments Accepted to ACL 2025 (Main conference)

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2506.03473 2025-06-05 cs.CV

MamFusion: Multi-Mamba with Temporal Fusion for Partially Relevant Video Retrieval

Xinru Ying, Jiaqi Mo, Jingyang Lin, Canghong Jin, Fangfang Wang, Lina Wei

机构 * Hangzhou City University(杭州城市大学) University of Wisconsin–Madison(威斯康星大学麦迪逊分校) Hangzhou Normal University(杭州师范大学) Zhejiang Provincial Engineering Research Center for Real-Time SmartTech in Urban Security Governance(浙江省实时智能安防技术工程研究中心)

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2506.03332 2025-06-05 cs.AI

Helpful Agent Meets Deceptive Judge: Understanding Vulnerabilities in Agentic Workflows

Yifei Ming, Zixuan Ke, Xuan-Phi Nguyen, Jiayu Wang, Shafiq Joty

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

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2506.02696 2025-06-04 cs.AI

Shaking to Reveal: Perturbation-Based Detection of LLM Hallucinations

Jinyuan Luo, Zhen Fang, Yixuan Li, Seongheon Park, Ling Chen

机构 * Australian Artificial Intelligence Institute, University of Technology Sydney(澳大利亚人工智能研究所,悉尼技术大学) 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)

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2312.05990 2025-06-04 cs.CL

Constructing Vec-tionaries to Extract Message Features from Texts: A Case Study of Moral Appeals

Zening Duan, Anqi Shao, Yicheng Hu, Heysung Lee, Xining Liao, Yoo Ji Suh, Jisoo Kim, Kai-Cheng Yang, Kaiping Chen, Sijia Yang

机构 * School of Journalism and Mass Communication, University of Wisconsin-Madison(新闻与大众传播学院,威斯尼斯大学)

Journal ref Political Analysis, 1-21 (2025)

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2506.01591 2025-06-03 cs.GR cs.CR cs.CV cs.SD eess.AS

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation

Yuan Gan, Jiaxu Miao, Yunze Wang, Yi Yang

机构 * ReLER, CCAI, Zhejiang University(ReLER,中国人工智能学会,浙江大学) School of Cyber Science and Technology, Sun Yat-sen University(信息科学与技术学院,孙中山大学) Department of Statistics, University of Wisconsin–Madison(统计学系,威斯康星大学麦迪逊分校)

Comments Accepted to CVPR 2025

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