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University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校)

共收录 1842
2506.18254 2025-06-24 cs.LG cs.AI cs.CL

RLPR: Extrapolating RLVR to General Domains without Verifiers

Tianyu Yu, Bo Ji, Shouli Wang, Shu Yao, Zefan Wang, Ganqu Cui, Lifan Yuan, Ning Ding, Yuan Yao, Zhiyuan Liu, Maosong Sun, Tat-Seng Chua

机构 * Tsinghua University(清华大学) National University of Singapore(新加坡国立大学) Shanghai Qi Zhi Institute(上海启智研究院) Harbin Institute of Technology(哈尔滨工业大学) Beijing University of Posts and Telecommunications(北京邮电大学) University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校)

Comments Project Website: https://github.com/openbmb/RLPR

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2506.18087 2025-06-24 cs.CR cs.AI

Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Models

Huaiying Luo, Cheng Ji

机构 * College of Computing and Information Science(计算与信息科学学院) Siebel School of Computing and Data Science(计算与数据科学学院) Cornell University(康奈尔大学) University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) New York, USA(美国纽约) Champaign, Illinois, USA(美国伊利诺伊州香槟)

Comments Accepted by the 2025 5th International Symposium on Computer Technology and Information Science (ISCTIS 2025)

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2506.17900 2025-06-24 cs.AI cs.DC

Leveraging Large Language Model for Intelligent Log Processing and Autonomous Debugging in Cloud AI Platforms

Cheng Ji, Huaiying Luo

机构 * Siebel School of Computing and Data Science(塞比尔计算与数据科学学院) College of Computing and Information Science(计算与信息科学学院) University of Illinois at Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) Cornell University(康奈尔大学)

Comments Accepted by 2025 8th International Conference on Advanced Electronic Materials, Computers and Software Engineering (AEMCSE 2025)

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2506.17533 2025-06-24 cs.CL

DuaShepherd: Integrating Stepwise Correctness and Potential Rewards for Mathematical Reasoning

Yuanhao Wu, Juntong Song, Hanning Zhang, Tong Zhang, Cheng Niu

机构 * University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校)

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2412.15035 2025-06-24 cs.CL

LLMs Lost in Translation: M-ALERT uncovers Cross-Linguistic Safety Inconsistencies

Felix Friedrich, Simone Tedeschi, Patrick Schramowski, Manuel Brack, Roberto Navigli, Huu Nguyen, Bo Li, Kristian Kersting

机构 * TU Darmstadt(图宾根大学) Sapienza University of Rome(罗马萨皮恩扎大学) DFKI(德意志联邦防务研究院) CERTAIN(CERTAIN公司) University of Chicago(芝加哥大学) UIUC(伊利诺伊大学香槟分校)

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2408.09262 2025-06-24 cs.LG cs.AI cs.LO

PREMAP: A Unifying PREiMage APproximation Framework for Neural Networks

Xiyue Zhang, Benjie Wang, Marta Kwiatkowska, Huan Zhang

机构 * School of Computer Science, University of Bristol, UK(英国布里斯托大学计算机科学学院) Department of Computer Science University of Oxford(牛津大学计算机科学系) Department of Electrical and Computer Engineering University of Illinois Urbana–Champaign(伊利诺伊大学厄巴纳-香槟分校电子与计算机工程系)

Comments arXiv admin note: text overlap with arXiv:2305.03686

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2506.16701 2025-06-23 cs.CV

Language-driven Description Generation and Common Sense Reasoning for Video Action Recognition

Xiaodan Hu, Chuhang Zou, Suchen Wang, Jaechul Kim, Narendra Ahuja

机构 * University of Illinois at Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) Amazon.com LLC(亚马逊公司)

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2506.16652 2025-06-23 cs.RO cs.CV cs.LG cs.SE

CodeDiffuser: Attention-Enhanced Diffusion Policy via VLM-Generated Code for Instruction Ambiguity

Guang Yin, Yitong Li, Yixuan Wang, Dale McConachie, Paarth Shah, Kunimatsu Hashimoto, Huan Zhang, Katherine Liu, Yunzhu Li

机构 * Columbia University(哥伦比亚大学) Toyota Research Institute(丰田研究院) University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) Tsinghua University(清华大学)

Comments Accepted to Robotics: Science and Systems (RSS) 2025. The first three authors contributed equally. Project Page: https://robopil.github.io/code-diffuser/

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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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2502.14802 2025-06-23 cs.CL cs.AI

From RAG to Memory: Non-Parametric Continual Learning for Large Language Models

Bernal Jiménez Gutiérrez, Yiheng Shu, Weijian Qi, Sizhe Zhou, Yu Su

机构 * The Ohio State University, Columbus, OH, USA(俄亥俄州立大学) University of Illinois Urbana-Champaign, IL, USA(伊利诺伊大学厄巴纳-香槟分校)

Comments ICML 2025. Code and data are available at: https://github.com/OSU-NLP-Group/HippoRAG

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2410.24117 2025-06-23 cs.SE cs.LG

AlphaTrans: A Neuro-Symbolic Compositional Approach for Repository-Level Code Translation and Validation

Ali Reza Ibrahimzada, Kaiyao Ke, Mrigank Pawagi, Muhammad Salman Abid, Rangeet Pan, Saurabh Sinha, Reyhaneh Jabbarvand

机构 * University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) Indian Institute of Science(印度科学研究所) Cornell University(康奈尔大学) IBM Research(IBM研究)

Comments Published in FSE 2025

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2506.15710 2025-06-23 cs.LG cs.AI

RAST: Reasoning Activation in LLMs via Small-model Transfer

Siru Ouyang, Xinyu Zhu, Zilin Xiao, Minhao Jiang, Yu Meng, Jiawei Han

机构 * University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) University of Virginia(弗吉尼亚大学) Rice University(里德大学) GE HealthCare(通用电气医疗)

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2502.20606 2025-06-19 cs.RO cs.LG

Map Space Belief Prediction for Manipulation-Enhanced Mapping

Joao Marcos Correia Marques, Nils Dengler, Tobias Zaenker, Jesper Mucke, Shenlong Wang, Maren Bennewitz, Kris Hauser

机构 * University of Illinois at Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) Humanoid Robots Lab(人形机器人实验室) The Lamarr Institute(拉马尔研究所) The Center for Robotics(机器人中心)

Comments 14 pages, 10 figures; Published at RSS 2025 - this version contains a small fix to figure 6 which was missing a plot in the original submission

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2409.09957 2025-06-19 cs.LG cs.AI

Deep Graph Anomaly Detection: A Survey and New Perspectives

Hezhe Qiao, Hanghang Tong, Bo An, Irwin King, Charu Aggarwal, Guansong Pang

机构 * School of Computing and Information Systems, Singapore Management University(计算与信息系统学院,新加坡管理大学) Department of Computer Science, University of Illinois at Urbana-Champaign(计算机科学系,伊利诺伊大学厄巴纳-香槟分校) College of Computing and Data Science, Nanyang Technological University(计算与数据科学学院,南洋理工大学) Department of Computer Science & Engineering, Chinese University of Hong Kong(计算机科学与工程系,香港中文大学) IBM T. J. Watson Research Center(IBM 托马斯·贾维斯·沃森研究中心)

Comments Accepted by TKDE

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2506.14006 2025-06-18 cond-mat.stat-mech cond-mat.dis-nn cs.LG nlin.AO physics.data-an q-bio.MN

Evolutionary chemical learning in dimerization networks

Alexei V. Tkachenko, Bortolo Matteo Mognetti, Sergei Maslov

机构 * Center for Functional Nanomaterials, Brookhaven National Laboratory(布鲁赫斯国家实验室功能纳米材料中心) Interdisciplinary Center for Nonlinear Phenomena and Complex Systems, Université Libre de Bruxelles(布鲁塞尔自由大学非线性现象与复杂系统跨学科中心) Department of Bioengineering, University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校生物工程系) Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校卡尔·R·沃塞基因组生物学研究所) Department of Physics, University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校物理系)

Comments 7 pages, 5 figures + SI

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2506.13961 2025-06-18 eess.SY cs.AI cs.SY

Safe Domains of Attraction for Discrete-Time Nonlinear Systems: Characterization and Verifiable Neural Network Estimation

Mohamed Serry, Haoyu Li, Ruikun Zhou, Huan Zhang, Jun Liu

机构 * Department of Applied Mathematics, University of Waterloo(应用数学系,滑铁卢大学) Department of Electrical and Computer Engineering, University of Illinois Urbana-Champaign(电气与计算机工程系,伊利诺伊大学厄巴纳-香槟分校)

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2506.13888 2025-06-18 cs.CL cs.CV

VL-GenRM: Enhancing Vision-Language Verification via Vision Experts and Iterative Training

Jipeng Zhang, Kehao Miao, Renjie Pi, Zhaowei Wang, Runtao Liu, Rui Pan, Tong Zhang

机构 * The Hong Kong University of Science and Technology(香港科学与技术大学) Nanyang Technological University(南洋理工大学) University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校)

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2506.12376 2025-06-18 cs.AI cs.CL

ConsistencyChecker: Tree-based Evaluation of LLM Generalization Capabilities

Zhaochen Hong, Haofei Yu, Jiaxuan You

机构 * University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校)

Comments Accepted at ACL 2025 Main Conference

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2506.07004 2025-06-18 cs.RO

Hierarchical Intention Tracking with Switching Trees for Real-Time Adaptation to Dynamic Human Intentions during Collaboration

Zhe Huang, Ye-Ji Mun, Fatemeh Cheraghi Pouria, Katherine Driggs-Campbell

机构 * Department of Electrical and Computer Engineering at the University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校电子与计算机工程系)

Comments 15 pages, 10 figures

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2505.05657 2025-06-18 eess.AS cs.LG cs.MM cs.SD eess.SP

ArrayDPS: Unsupervised Blind Speech Separation with a Diffusion Prior

Zhongweiyang Xu, Xulin Fan, Zhong-Qiu Wang, Xilin Jiang, Romit Roy Choudhury

机构 * University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) Columbia University(哥伦比亚大学) Southern University of Science and Technology(南方科技大学)

Comments Paper Accepted at ICML2025 Demo: https://arraydps.github.io/ArrayDPSDemo/ Code: https://github.com/ArrayDPS/ArrayDPS

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2409.06190 2025-06-18 eess.AS cs.LG cs.SD

Multi-Source Music Generation with Latent Diffusion

Zhongweiyang Xu, Debottam Dutta, Yu-Lin Wei, Romit Roy Choudhury

机构 * Department of Electrical and Computer Engineering, University of Illinois Urbana-Champaign(电气与计算机工程系,伊利诺伊大学厄巴纳-香槟分校)

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2506.12849 2025-06-17 cs.CV

CAPO: Reinforcing Consistent Reasoning in Medical Decision-Making

Songtao Jiang, Yuan Wang, Ruizhe Chen, Yan Zhang, Ruilin Luo, Bohan Lei, Sibo Song, Yang Feng, Jimeng Sun, Jian Wu, Zuozhu Liu

机构 * Zhejiang University(浙江大学) Tsinghua University(清华大学) Alibaba Group(阿里巴巴集团) Angelalign Inc.(Angelalign公司) UIUC(伊利诺伊大学香槟分校)

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2506.12412 2025-06-17 cs.LG stat.ML

Cross-Domain Conditional Diffusion Models for Time Series Imputation

Kexin Zhang, Baoyu Jing, K. Selçuk Candan, Dawei Zhou, Qingsong Wen, Han Liu, Kaize Ding

机构 * Northwestern University(西北大学) University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) Arizona State University(亚利桑那州立大学) Virginia Tech(弗吉尼亚理工学院) Squirrel Ai Learning

Comments Accepted by ECML-PKDD 2025

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2506.12344 2025-06-17 cs.CR cs.CV

Restoring Gaussian Blurred Face Images for Deanonymization Attacks

Haoyu Zhai, Shuo Wang, Pirouz Naghavi, Qingying Hao, Gang Wang

机构 * University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校)

Comments 18 pages, 16 figures, IEEE Transaction format

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2506.10647 2025-06-17 cs.LG cs.AI

Data Shifts Hurt CoT: A Theoretical Study

Lang Yin, Debangshu Banerjee, Gagandeep Singh

机构 * Department of Computer Science University of Illinois Urbana-Champaign(计算机科学系伊利诺伊大学厄巴纳-香槟分校)

Comments Comparison to v1: upgraded the quality of a figure

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2506.00424 2025-06-17 cs.LG cs.AI cs.AR cs.ET

COGNATE: Acceleration of Sparse Tensor Programs on Emerging Hardware using Transfer Learning

Chamika Sudusinghe, Gerasimos Gerogiannis, Damitha Lenadora, Charles Block, Josep Torrellas, Charith Mendis

机构 * University of Illinois Urbana-Champaign, USA(伊利诺伊大学厄巴纳-香槟分校)

Comments Accepted at the 42nd International Conference on Machine Learning

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2504.20969 2025-06-17 cs.RO cs.LG

XPG-RL: Reinforcement Learning with Explainable Priority Guidance for Efficiency-Boosted Mechanical Search

Yiting Zhang, Shichen Li, Elena Shrestha

机构 * University of Michigan, Ann Arbor(密歇根大学) University of Illinois, Urbana-Champaign(伊利诺伊大学)

Comments Accepted to RSS 2025 Workshop on Learned Robot Representations (RoboReps)

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2409.02143 2025-06-17 q-bio.GN cs.LG

MLOmics: Cancer Multi-Omics Database for Machine Learning

Ziwei Yang, Rikuto Kotoge, Xihao Piao, Zheng Chen, Lingwei Zhu, Peng Gao, Yasuko Matsubara, Yasushi Sakurai, Jimeng Sun

机构 * Bioinformatics Center, Institute for Chemical Research, Kyoto University(京都大学生物信息学中心、化学研究所) SANKEN, Osaka University(大阪大学SANKEN) IRCN, The University of Tokyo(东京大学IRCN) Institute for Quantitative Biosciences, The University of Tokyo(东京大学定量生物科学研究所) Department of Computer Science, University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校计算机科学系) Carle Illinois College of Medicine, University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校Carle医学院)

Comments This work has been published in Scientific Data

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2407.00631 2025-06-17 cs.LG cs.AI

TrialBench: Multi-Modal Artificial Intelligence-Ready Clinical Trial Datasets

Jintai Chen, Yaojun Hu, Mingchen Cai, Yingzhou Lu, Yue Wang, Xu Cao, Miao Lin, Hongxia Xu, Jian Wu, Cao Xiao, Jimeng Sun, Yuqiang Li, Lucas Glass, Kexin Huang, Marinka Zitnik, Tianfan Fu

机构 * AI Thrust, Information Hub, HKUST(GZ)(香港科技大学(广州)人工智能 thrust 与信息中心) College of Computer Science and Technology, Zhejiang University(浙江大学计算机科学与技术学院) School of Computer Science and Engineering, South China University of Technology(华南理工大学计算机科学与工程学院) School of Medicine, Stanford University(斯坦福大学医学院) Computer Science Department, UIUC(伊利诺伊大学厄巴纳-香槟分校计算机科学系) Medical Big Data Center, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University(广东省人民医院(广东省医学科学院)医学大数据中心,南方医科大学) Innovation Institute for Artificial Intelligence in Medicine of Zhejiang University, College of Pharmaceutical Sciences, Zhejiang University(浙江大学人工智能医学创新研究院,浙江大学药学院) The Second Affiliated Hospital, Zhejiang University School of Medicine(浙江大学医学院附属第二医院) GE HealthCare(通用电气医疗) Shanghai Artificial Intelligence Laboratory(上海人工智能实验室) IQVIA Computer Science Department, Stanford University(斯坦福大学计算机科学系) Informatics, Harvard Medical School, Harvard University(哈佛医学院,哈佛大学informatics部门) State Key Laboratory for Novel Software Technology at Nanjing University, School of Computer Science, Nanjing University(南京大学新型软件技术国家重点实验室,南京大学计算机科学学院)

Comments accepted by Nature Scientific Data

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2506.12045 2025-06-17 cs.LG cs.AI eess.SP

From Proxies to Fields: Spatiotemporal Reconstruction of Global Radiation from Sparse Sensor Sequences

Kazuma Kobayashi, Samrendra Roy, Seid Koric, Diab Abueidda, Syed Bahauddin Alam

机构 * Nuclear, Plasma & Radiological Engineering(核物理与辐射工程) National Center for Supercomputing Applications(国家超级计算应用中心) University of Illinois at Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) Civil and Urban Engineering(土木与城市工程)

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