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

Variational Masked Diffusion Models

Yichi Zhang, Alex Schwing, Zhizhen Zhao

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

Comments Project Page: https://riccizz.github.io/VMD

Learning Reconfigurable Representations for Multimodal Federated Learning with Missing Data

Duong M. Nguyen, Trong Nghia Hoang, Thanh Trung Huynh, Quoc Viet Hung Nguyen, Phi Le Nguyen

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Washington State University（华盛顿州立大学） ； VinUniversity（文大学） ； Griffin University（格里芬大学） ； Hanoi University of Science and Technology（河内科学技术大学） 纠错

Comments Accepted at NeurIPS 2025

PACR: Progressively Ascending Confidence Reward for LLM Reasoning

Eunseop Yoon, Hee Suk Yoon, Jaehyun Jang, SooHwan Eom, Qi Dai, Chong Luo, Mark A. Hasegawa-Johnson, Chang D. Yoo

机构 * Korea Advanced Institute of Science and Technology (KAIST)（韩国科学技术院） ； Microsoft Research Asia (MSRA)（微软亚洲研究院） ； University of Illinois at Urbana-Champaign (UIUC)（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments 16 pages, 14 figures

Scaling Non-Parametric Sampling with Representation

Vincent Lu, Aaron Truong, Zeyu Yun, Yubei Chen

机构 * University of Wisconsin–Madison（威斯康星大学麦迪逊分校） ； University of Illinois Urbana–Champaign（伊利诺伊大学厄巴纳-香槟分校） ； UC Berkeley（伯克利大学） ； UC Davis（戴维斯大学） 纠错

DATE-LM: Benchmarking Data Attribution Evaluation for Large Language Models

Cathy Jiao, Yijun Pan, Emily Xiao, Daisy Sheng, Niket Jain, Hanzhang Zhao, Ishita Dasgupta, Jiaqi W. Ma, Chenyan Xiong

机构 * Carnegie Mellon University（卡内基梅隆大学） ； University of Michigan（密歇根大学） ； UIUC（伊利诺伊大学香槟分校） 纠错

Comments NeurIPS 2025 Datasets and Benchmarks Track

PARTONOMY: Large Multimodal Models with Part-Level Visual Understanding

Ansel Blume, Jeonghwan Kim, Hyeonjeong Ha, Elen Chatikyan, Xiaomeng Jin, Khanh Duy Nguyen, Nanyun Peng, Kai-Wei Chang, Derek Hoiem, Heng Ji

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of California Los Angeles（加州大学洛杉矶分校） 纠错

Comments NeurIPS 2025 Spotlight; project page: https://wjdghks950.github.io/partonomy.github.io/

Query Complexity of Classical and Quantum Channel Discrimination

Theshani Nuradha, Mark M. Wilde

机构 * School of Electrical ； Computer Engineering, Cornell University, Ithaca, New York 14850, USA ； Department of Mathematics \& Illinois Quantum Information Science ； Technology (IQUIST) Center, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA 纠错

Comments v3: 35 pages, published version; v2: 33 pages, Added tighter and precise characterization of sample and query complexity in Theorem 11 (for states), Theorem 12 (for general channels), and Corollaries 10 and 14 for classical-quantum channels; v1:22 pages; see also the independent work "Sampling complexity of quantum channel discrimination" DOI 10.1088/1572-9494/adcb9e

Journal ref Quantum Science and Technology, vol. 10, no. 4, page 045075, December 2025

Lazy-DaSH: Lazy Approach for Hypergraph-based Multi-robot Task and Motion Planning

Seongwon Lee, James Motes, Isaac Ngui, Marco Morales, Nancy M. Amato

机构 * Parasol Lab, University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校帕萨尔实验室） ； Department of Computer Science, Instituto Tecnológico Autónomo de México (ITAM)（墨西哥自主技术学院计算机科学系） 纠错

Mint: A Simple Test-Time Adaptation of Vision-Language Models against Common Corruptions

Wenxuan Bao, Ruxi Deng, Jingrui He

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

Comments Accepted by NeurIPS 2025

Do You Trust the Process?: Modeling Institutional Trust for Community Adoption of Reinforcement Learning Policies

Naina Balepur, Xingrui Pei, Hari Sundaram

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

AquaVLM: Improving Underwater Situation Awareness with Mobile Vision Language Models

Beitong Tian, Lingzhi Zhao, Bo Chen, Haozhen Zheng, Jingcheng Yang, Mingyuan Wu, Deepak Vasisht, Klara Nahrstedt

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

Comments 12 pages, 10 figures, under review