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

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） 纠错

Comments NA

Compression Aware Certified Training

Changming Xu, 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） 纠错

Comments 19 pages, 1 figure

Brewing Knowledge in Context: Distillation Perspectives on In-Context Learning

Chengye Li, Haiyun Liu, Yuanxi Li

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； University of South Florida（佛罗里达州立大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Key Laboratory of System Software (Chinese Academy of Sciences)（中国科学院系统软件重点实验室） ； State Key Laboratory of Computer Science (Institute of Software, Chinese Academy of Sciences)（中国科学院软件研究所计算机科学国家重点实验室） 纠错

Comments 10 main pages, 10 page appendix

Visually Descriptive Language Model for Vector Graphics Reasoning

Zhenhailong Wang, Joy Hsu, Xingyao Wang, Kuan-Hao Huang, Manling Li, Jiajun Wu, Heng Ji

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Stanford University（斯坦福大学） ； Texas A&M University（德克萨斯A&M大学） ； Northwestern University（西北大学） 纠错

Comments Project page: https://mikewangwzhl.github.io/VDLM/

Journal ref TMLR 2025

TaxoAdapt: Aligning LLM-Based Multidimensional Taxonomy Construction to Evolving Research Corpora

Priyanka Kargupta, Nan Zhang, Yunyi Zhang, Rui Zhang, Prasenjit Mitra, Jiawei Han

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； The Pennsylvania State University（宾夕法尼亚州立大学） 纠错

Comments Accepted to ACL 2025 Main Conference. Code available at: https://github.com/pkargupta/taxoadapt

Beyond True or False: Retrieval-Augmented Hierarchical Analysis of Nuanced Claims

Priyanka Kargupta, Runchu Tian, Jiawei Han

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

Comments Accepted to ACL 2025 Main Conference. Code available at: https://github.com/pkargupta/claimspect

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models

Ye Yu, Yaoning Yu, Haohan Wang

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

Do Language Models Have Bayesian Brains? Distinguishing Stochastic and Deterministic Decision Patterns within Large Language Models

Andrea Yaoyun Cui, Pengfei Yu

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

Improving Personalized Search with Regularized Low-Rank Parameter Updates

Fiona Ryan, Josef Sivic, Fabian Caba Heilbron, Judy Hoffman, James M. Rehg, Bryan Russell

机构 * Georgia Tech（佐治亚理工学院） ； Adobe Research（Adobe研究） ； CIIRC CTU（查理大学CIIRC） ； UIUC（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments CVPR 2025 Highlight. Code: http://github.com/adobe-research/polar-vl

ConfPO: Exploiting Policy Model Confidence for Critical Token Selection in Preference Optimization

Hee Suk Yoon, Eunseop Yoon, Mark Hasegawa-Johnson, Sungwoong Kim, Chang D. Yoo

机构 * Korea Advanced Institute of Science and Technology (KAIST)（韩国科学技术院） ； University of Illinois Urbana-Champaign (UIUC)（伊利诺伊大学厄巴纳-香槟分校） ； Korea University（韩国大学） 纠错

Comments ICML 2025

A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce

Wei Xiong, Jiarui Yao, Yuhui Xu, Bo Pang, Lei Wang, Doyen Sahoo, Junnan Li, Nan Jiang, Tong Zhang, Caiming Xiong, Hanze Dong

机构 * Salesforce AI Research（Salesforce AI研究院） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

UTBoost: Rigorous Evaluation of Coding Agents on SWE-Bench

Boxi Yu, Yuxuan Zhu, Pinjia He, Daniel Kang

机构 * The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； University of Illinois Urbana Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Journal ref ACL 2025

Learnable Spatial-Temporal Positional Encoding for Link Prediction

Katherine Tieu, Dongqi Fu, Zihao Li, Ross Maciejewski, Jingrui He

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Meta AI ； Arizona State University（亚利桑那州立大学） 纠错

Comments Accepted by ICML 2025. 28 pages, 1 figures, 22 tables

Rethinking Diverse Human Preference Learning through Principal Component Analysis

Feng Luo, Rui Yang, Hao Sun, Chunyuan Deng, Jiarui Yao, Jingyan Shen, Huan Zhang, Hanjie Chen

机构 * Rice University（里士大学） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of Cambridge（剑桥大学） ； Columbia University（哥伦比亚大学） 纠错

Comments 14 pages

Pointwise-in-Time Explanation for Linear Temporal Logic Rules

Noel Brindise, Cedric Langbort

机构 * Department of Aerospace Engineering, Grainger College of Engineering, University of Illinois Urbana-Champaign（航空航天工程系，格拉inger工程学院，伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments See related publication in Conference on Decision and Control (CDC) 2023

Cross-lingual Transfer in Programming Languages: An Extensive Empirical Study

Razan Baltaji, Saurabh Pujar, Louis Mandel, Martin Hirzel, Luca Buratti, Lav Varshney

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

Comments Published in Transactions on Machine Learning Research (06/2025) 26 pages, 5 figures, 10 tables

Multimedia Generative Script Learning for Task Planning

Qingyun Wang, Manling Li, Hou Pong Chan, Lifu Huang, Julia Hockenmaier, Girish Chowdhary, Heng Ji

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of Macau（澳门大学） ； Virginia Tech（弗吉尼亚理工大学） 纠错

Comments 21 pages, Accepted by Findings of the Association for Computational Linguistics: ACL 2023, Code and Resources at https://github.com/EagleW/Multimedia-Generative-Script-Learning

Understanding Cross-Domain Adaptation in Low-Resource Topic Modeling

Pritom Saha Akash, Kevin Chen-Chuan Chang

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

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning

Ze Yang, Yihong Jin, Juntian Liu, Xinhe Xu

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

Comments Proceedings of 2025 IEEE 8th International Conference on Advanced Electronic Materials, Computers and Software Engineering (AEMCSE 2025)

Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM

Yihong Jin, Ze Yang, Juntian Liu, Xinhe Xu

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

Comments Proceedings of 2025 5th International Symposium on Computer Technology and Information Science (ISCTIS 2025)

Moment Alignment: Unifying Gradient and Hessian Matching for Domain Generalization

Yuen Chen, Haozhe Si, Guojun Zhang, Han Zhao

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of Waterloo（滑铁卢大学） 纠错

Comments UAI 2025

Atomic Reasoning for Scientific Table Claim Verification

Yuji Zhang, Qingyun Wang, Cheng Qian, Jiateng Liu, Chenkai Sun, Denghui Zhang, Tarek Abdelzaher, Chengxiang Zhai, Preslav Nakov, Heng Ji

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Stevens Institute of Technology（史蒂文斯理工学院） ； MBZUAI 纠错

Towards Achieving Perfect Multimodal Alignment

Abhi Kamboj, Minh N. Do

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

Tree-of-Debate: Multi-Persona Debate Trees Elicit Critical Thinking for Scientific Comparative Analysis

Priyanka Kargupta, Ishika Agarwal, Tal August, Jiawei Han

机构 * 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） 纠错

Comments ACL 2025 Main Conference. Code available at: https://github.com/pkargupta/tree-of-debate

MiniKV: Pushing the Limits of LLM Inference via 2-Bit Layer-Discriminative KV Cache

Akshat Sharma, Hangliang Ding, Jianping Li, Neel Dani, Minjia Zhang

机构 * UIUC（伊利诺伊大学厄巴纳-香槟分校） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； SSAIL Lab（超算系统人工智能实验室） 纠错

Synergizing Unsupervised Episode Detection with LLMs for Large-Scale News Events

Priyanka Kargupta, Yunyi Zhang, Yizhu Jiao, Siru Ouyang, Jiawei Han

机构 * Siebel School of Computing and Data Science（塞比尔计算与数据科学学院） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments ACL 2025 Main Conference. Code available here: https://github.com/pkargupta/epimine

MedCite: Can Language Models Generate Verifiable Text for Medicine?

Xiao Wang, Mengjue Tan, Qiao Jin, Guangzhi Xiong, Yu Hu, Aidong Zhang, Zhiyong Lu, Minjia Zhang

机构 * SSAIL Lab, University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Brown University（布朗大学） ； National Library of Medicine, NIH（国家医学图书馆，NIH） ； University of Virginia（弗吉尼亚大学） ； Microsoft（微软公司） 纠错

Beyond Facts: Evaluating Intent Hallucination in Large Language Models

Yijie Hao, Haofei Yu, Jiaxuan You

机构 * Emory University（埃默里大学） ； UIUC（伊利诺伊大学） 纠错

Comments Accepted to ACL 2025 main conference

Journal ref Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2025)

Cost-Efficient LLM Training with Lifetime-Aware Tensor Offloading via GPUDirect Storage

Ziqi Yuan, Haoyang Zhang, Yirui Eric Zhou, Apoorve Mohan, I-Hsin Chung, Seetharami Seelam, Jian Huang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； IBM Research（IBM研究院） 纠错

MINT: Multimodal Instruction Tuning with Multimodal Interaction Grouping

Xiaojun Shan, Qi Cao, Xing Han, Haofei Yu, Paul Pu Liang

机构 * University of California, San Diego（加州大学圣地亚哥分校） ； Johns Hopkins University（约翰霍普金斯大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Massachusetts Institute of Technology（麻省理工学院） 纠错