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

Lean4Physics: Comprehensive Reasoning Framework for College-level Physics in Lean4

Yuxin Li, Minghao Liu, Ruida Wang, Wenzhao Ji, Zhitao He, Rui Pan, Junming Huang, Tong Zhang, Yi R. Fung

机构 * Hong Kong University of Science and Technology（香港科技大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Princeton University（普林斯顿大学） 纠错

TEXT2DB: Integration-Aware Information Extraction with Large Language Model Agents

Yizhu Jiao, Sha Li, Sizhe Zhou, Heng Ji, Jiawei Han

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

Comments Source code: https://github.com/yzjiao/Text2DB

Multi-Agent Evolve: LLM Self-Improve through Co-evolution

Yixing Chen, Yiding Wang, Siqi Zhu, Haofei Yu, Tao Feng, Muhan Zhang, Mostofa Patwary, Jiaxuan You

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Peking University（北京大学） ； NVIDIA（英伟达） 纠错

Comments 29 pages, 4 figures

Neural Networks for Learnable and Scalable Influence Estimation of Instruction Fine-Tuning Data

Ishika Agarwal, Dilek Hakkani-Tür

机构 * Department of Computer Science UIUC（计算机科学系 UIUC） 纠错

HyGen: Efficient LLM Serving via Elastic Online-Offline Request Co-location

Ting Sun, Penghan Wang, Fan Lai

机构 * Siebel School of Computing and Data Science, University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机与数据科学学院） ； Department of Computer Science, Purdue University（普渡大学计算机科学系） 纠错

Comments NeurIPS 2025. 21 pages, 17 figures