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

IMPROVE: Iterative Model Pipeline Refinement and Optimization Leveraging LLM Experts

Eric Xue, Ke Chen, Zeyi Huang, Yuyang Ji, Haohan Wang

机构 * University of Toronto（多伦多大学） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； New York University（纽约大学） 纠错

HEFT: A Coarse-to-Fine Hierarchy for Enhancing the Efficiency and Accuracy of Language Model Reasoning

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） 纠错

EMORF-II: Adaptive EM-based Outlier-Robust Filtering with Correlated Measurement Noise

Arslan Majal, Aamir Hussain Chughtai, Muhammad Tahir

机构 * University of Wisconsin Madison（威斯康星大学麦迪逊分校） ； University of Engineering and Technology（工程与技术大学） ； Lahore University of Management Sciences（拉合尔管理科学大学） 纠错

Comments 6 pages, 4 figures, To appear in MLSP 2025 proceedings

Dynamic Modeling and Efficient Data-Driven Optimal Control for Micro Autonomous Surface Vehicles

Zhiheng Chen, Wei Wang

机构 * Marine Robotics Lab, Department of Mechanical Engineering, College of Engineering, University of Wisconsin-Madison（威斯康星大学麦迪逊分校工程学院机械工程系海洋机器人实验室） ； Sibley School of Mechanical and Aerospace Engineering, Cornell University（康奈尔大学西尔伯里机械与航空航天工程学院） 纠错

Comments This work has been accepted to the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2025

SpecSwin3D: Generating Hyperspectral Imagery from Multispectral Data via Transformer Networks

Tang Sui, Songxi Yang, Qunying Huang

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

GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation

Qianheng Zhang, Song Gao, Chen Wei, Yibo Zhao, Ying Nie, Ziru Chen, Shijie Chen, Yu Su, Huan Sun

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； The Ohio State University（俄亥根州立大学） 纠错

Comments 34 pages, 8 figures

Journal ref Transactions in GIS, 2025

WIPUNet: A Physics-inspired Network with Weighted Inductive Biases for Image Denoising

Wasikul Islam

机构 * Department of Physics, University of Wisconsin, Madison, WI 53706 USA（物理系，威斯康星大学麦迪逊分校） 纠错

Comments 13 pages, 4 figures

Simple Yet Effective: An Information-Theoretic Approach to Multi-LLM Uncertainty Quantification

Maya Kruse, Majid Afshar, Saksham Khatwani, Anoop Mayampurath, Guanhua Chen, Yanjun Gao

机构 * University of Colorado Anschutz Medical Campus（科罗拉多大学安舒茨医疗校园） ； University of Colorado Boulder（科罗拉多大学博尔德分校） ； University of Wisconsin Madison（威斯康星大学麦迪逊分校） 纠错

Comments Accepted to EMNLP 2025 Main Conference

Breaking to Build: A Threat Model of Prompt-Based Attacks for Securing LLMs

Brennen Hill, Surendra Parla, Venkata Abhijeeth Balabhadruni, Atharv Prajod Padmalayam, Sujay Chandra Shekara Sharma

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

Testing for correlation between network structure and high-dimensional node covariates

Alexander Fuchs-Kreiss, Keith Levin

机构 * Leipzig University（莱比锡大学） ； University of Wisconsin–Madison（威斯康星大学麦迪逊分校） 纠错

From Embeddings to Accuracy: Comparing Foundation Models for Radiographic Classification

Xue Li, Jameson Merkow, Noel C. F. Codella, Alberto Santamaria-Pang, Naiteek Sangani, Alexander Ersoy, Christopher Burt, John W. Garrett, Richard J. Bruce, Joshua D. Warner, Tyler Bradshaw, Ivan Tarapov, Matthew P. Lungren, Alan B. McMillan

机构 * University of Wisconsin–Madison（威斯康星大学麦迪逊分校） ； Microsoft Health and Life Sciences（微软健康与生命科学） 纠错

Comments 12 pages, 5 figures, 4 tables

HalluEntity: Benchmarking and Understanding Entity-Level Hallucination Detection

Min-Hsuan Yeh, Max Kamachee, Seongheon Park, Yixuan Li

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

Comments TMLR 2025

SEAL: Vision-Language Model-Based Safe End-to-End Cooperative Autonomous Driving with Adaptive Long-Tail Modeling

Junwei You, Pei Li, Zhuoyu Jiang, Zilin Huang, Rui Gan, Haotian Shi, Bin Ran

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） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学 computing and Data Science 学院） ； College of Transportation, Tongji University（同济大学交通运输学院） 纠错

Learning from Topology: Cosmological Parameter Estimation from the Large-scale Structure

Jacky H. T. Yip, Adam Rouhiainen, Gary Shiu

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

Comments 7 pages, 4 figures. Accepted to the Synergy of Scientific and Machine Learning Modeling Workshop (ICML 2023) and for publication in Machine Learning: Science and Technology

Journal ref Mach. Learn.: Sci. Technol. 6 025063 (2025)

Consistency of augmentation graph and network approximability in contrastive learning

Chenghui Li, A. Martina Neuman

机构 * Department of Statistics, University of Wisconsin-Madison（威斯康星大学麦迪逊分校统计学系） ； Faculty of Mathematics, University of Vienna（维也纳大学数学系） 纠错

Replicable Distribution Testing

Ilias Diakonikolas, Jingyi Gao, Daniel Kane, Sihan Liu, Christopher Ye

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

Comments 39 pages

Contextual Online Pricing with (Biased) Offline Data

Yixuan Zhang, Ruihao Zhu, Qiaomin Xie

机构 * Department of Industrial & Systems Engineering University of Wisconsin-Madison（工业与系统工程系明尼苏达大学） 纠错

Comments 47 pages, 4 figures

SymbolFit: Automatic Parametric Modeling with Symbolic Regression

Ho Fung Tsoi, Dylan Rankin, Cecile Caillol, Miles Cranmer, Sridhara Dasu, Javier Duarte, Philip Harris, Elliot Lipeles, Vladimir Loncar

机构 * University of Pennsylvania（宾夕法尼亚大学） ； European Organization for Nuclear Research (CERN)（欧洲核子研究中心） ； University of Cambridge（剑桥大学） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； University of California San Diego（加州大学圣地亚哥分校） ； Massachusetts Institute of Technology（麻省理工学院） ； Institute for Artificial Intelligence（人工智能研究所） 纠错

Comments 52 pages, 35 figures. Under review. The API can be used out-of-the-box and is available at https://github.com/hftsoi/symbolfit

Journal ref Comput. Softw. Big Sci. 9, 12 (2025)

Robust Representation Consistency Model via Contrastive Denoising

Jiachen Lei, Julius Berner, Jiongxiao Wang, Zhongzhu Chen, Zhongjia Ba, Kui Ren, Jun Zhu, Anima Anandkumar

机构 * Zhejiang University（浙江大学） ； NVIDIA ； UW–Madison（威斯康星大学麦迪逊分校） ； Amazon（亚马逊） ； Shengshu（盛数） ； Tsinghua University（清华大学） ； Caltech（加州理工学院） 纠错

A Survey on Vision-Language-Action Models for Autonomous Driving

Sicong Jiang, Zilin Huang, Kangan Qian, Ziang Luo, Tianze Zhu, Yang Zhong, Yihong Tang, Menglin Kong, Yunlong Wang, Siwen Jiao, Hao Ye, Zihao Sheng, Xin Zhao, Tuopu Wen, Zheng Fu, Sikai Chen, Kun Jiang, Diange Yang, Seongjin Choi, Lijun Sun

机构 * McGill University（麦吉尔大学） ； Tsinghua University（清华大学） ； Xiaomi Corporation（小米公司） ； University of Wisconsin–Madison（威斯康星大学麦迪逊分校） ； University of Minnesota–Twin Cities（明尼苏达大学双城分校） ； State Key Laboratory of Intelligent Green Vehicle and Mobility, Tsinghua University（智能绿色车辆与移动国家重点实验室，清华大学） 纠错

CHARTOM: A Visual Theory-of-Mind Benchmark for LLMs on Misleading Charts

Shubham Bharti, Shiyun Cheng, Jihyun Rho, Jianrui Zhang, Mu Cai, Yong Jae Lee, Martina Rau, Xiaojin Zhu

机构 * UW Madison（威斯康星大学麦迪逊分校） 纠错

ReCo: Reminder Composition Mitigates Hallucinations in Vision-Language Models

Sotirios Panagiotis Chytas, Miso Choi, Hyunwoo J. Kim, Vikas Singh

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Korea University（韩国大学） ； KAIST（韩国科学技术院） 纠错

Advanced System Engineering Approaches to Emerging Challenges in Planetary and Deep-Space Exploration

J. de Curtò, Cristina LiCalzi, Julien Tubiana Warin, Jack Gehlert, Brian Langbein, Alexandre Gamboa, Chris Sixbey, William Maguire, Santiago Fernández, Álvaro Maestroarena, Alex Brenchley, Logan Maroclo, Philemon Mercado, Joshua DeJohn, Cesar Velez, Ethan Dahmus, Taylor Steinys, David Fritz, I. de Zarzà

机构 * Escuela Técnica Superior de Ingeniería (ICAI), Universidad Pontificia Comillas, 28015 Madrid, Spain Department of Computer Applications in Science \& Engineering, BARCELONA Supercomputing Center, 08034 Barcelona, Spain Dept. of Mechanical Engineering, University of Maryland, College Park, USA School of Engineering, EPFL, 1015 Lausanne, Switzerland College of Engineering, University of Michigan, Ann Arbor, USA Grainger College of Engineering, University of Illinois at Urbana-Champaign, USA Dept. of Mechanical Engineering, Iowa State University, USA Dept. of Mechanical Engineering, University of Wisconsin-Madison, USA Departamento de Informática e Ingeniería de Sistemas, Universidad de Zaragoza, 50009 Zaragoza, Spain Estudis d'Informàtica, Multimèdia i Telecomunicació, Universitat Oberta de Catalunya, 08018 Barcelona, Spain 纠错

VersaPRM: Multi-Domain Process Reward Model via Synthetic Reasoning Data

Thomas Zeng, Shuibai Zhang, Shutong Wu, Christian Classen, Daewon Chae, Ethan Ewer, Minjae Lee, Heeju Kim, Wonjun Kang, Jackson Kunde, Ying Fan, Jungtaek Kim, Hyung Il Koo, Kannan Ramchandran, Dimitris Papailiopoulos, Kangwook Lee

机构 * University of Wisconsin--Madison（威斯康星大学麦迪逊分校） ； Korea University（韩国大学） ； University of California, Berkeley（加州大学伯克利分校） 纠错

Empowering Digital Agriculture: A Privacy-Preserving Framework for Data Sharing and Collaborative Research

Osama Zafar, Rosemarie Santa González, Mina Namazi, Alfonso Morales, Erman Ayday

机构 * Department of Computer and Data Sciences（计算机与数据科学系） ； Case Western Reserve University（凯斯西储大学） ； School of Computer Science（计算机科学学院） ； Georgia Institute of Technology（佐治亚理工学院） ； Department of Planning and Landscape Architecture（规划与景观建筑系） ； University of Wisconsin–Madison（威斯康星大学麦迪逊分校） 纠错

Comments arXiv admin note: text overlap with arXiv:2409.06069

Test-time Scaling Techniques in Theoretical Physics -- A Comparison of Methods on the TPBench Dataset

Zhiqi Gao, Tianyi Li, Yurii Kvasiuk, Sai Chaitanya Tadepalli, Maja Rudolph, Daniel J. H. Chung, Frederic Sala, Moritz Münchmeyer

机构 * Department of Physics, University of Wisconsin-Madison（威斯康星大学麦迪逊分校物理系） ； Department of Computer Science, University of Wisconsin-Madison（威斯康星大学麦迪逊分校计算机科学系） ； Data Science Institute (DSI), University of Wisconsin-Madison（威斯康星大学麦迪逊分校数据科学研究院） ； Department of Physics, Indiana University, Bloomington（印第安纳大学布卢明顿分校物理系） 纠错

Comments 23 pages, 6 figures

CodeLutra: Boosting LLM Code Generation via Preference-Guided Refinement

Leitian Tao, Xiang Chen, Tong Yu, Tung Mai, Ryan Rossi, Yixuan Li, Saayan Mitra

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

Comments TMLR 2025

Infected Smallville: How Disease Threat Shapes Sociality in LLM Agents

Soyeon Choi, Kangwook Lee, Oliver Sng, Joshua M. Ackerman

机构 * Department of Psychology, University of Wisconsin-Madison（威斯康星大学麦迪逊分校心理学系） ； Department of Electrical and Computer Engineering, University of Wisconsin-Madison（威斯康星大学麦迪逊分校电气与计算机工程系） ； Department of Psychological Science, University of California, Irvine（加州大学伊文斯分校心理学科学系） ； Department of Psychology, University of Michigan, Ann Arbor（密歇根大学安娜堡分校心理学系） 纠错

Comments ICML 2025 Workshop on Multi-Agent Systems in the Era of Foundation Models: Opportunities, Challenges and Futures

Validating Mechanistic Interpretations: An Axiomatic Approach

Nils Palumbo, Ravi Mangal, Zifan Wang, Saranya Vijayakumar, Corina S. Pasareanu, Somesh Jha

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Colorado State University（科罗拉多州立大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Comments Accepted to ICML 2025

Two Heads are Actually Better than One: Towards Better Adversarial Robustness via Transduction and Rejection

Nils Palumbo, Yang Guo, Xi Wu, Jiefeng Chen, Yingyu Liang, Somesh Jha

机构 * Depart of Computer Sciences, University of Wisconsin-Madison, Madison, WI, USA（威斯康星大学麦迪逊分校计算机科学系） ； Google（谷歌） 纠错

Comments Accepted to ICML 2024