University of Maryland, College Park（马里兰大学帕克分校）

WEAVE: Unleashing and Benchmarking the In-context Interleaved Comprehension and Generation

Wei Chow, Jiachun Pan, Yongyuan Liang, Mingze Zhou, Xue Song, Liyu Jia, Saining Zhang, Siliang Tang, Juncheng Li, Fengda Zhang, Weijia Wu, Hanwang Zhang, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学） ； Nanyang Technological University（南洋理工大学） ； University of Maryland, College Park（马里兰大学学院公园分校） ； Zhejiang University（浙江大学） 纠错

Optimizing Multi-Tier Supply Chain Ordering with LNN+XGBoost: Mitigating the Bullwhip Effect

Chunan Tong

机构 * University of Maryland, College Park（马里兰大学 College Park 分校） 纠错

SPUR: A Plug-and-Play Framework for Integrating Spatial Audio Understanding and Reasoning into Large Audio-Language Models

S Sakshi, Vaibhavi Lokegaonkar, Neil Zhang, Ramani Duraiswami, Sreyan Ghosh, Dinesh Manocha, Lie Lu

机构 * University of Maryland, College Park, USA（马里兰大学 College Park 分校） ； Dolby Laboratories（杜比实验室） 纠错

Comments Project: https://sakshi113.github.io/spur/

Towards Formalizing Spuriousness of Biased Datasets Using Partial Information Decomposition

Barproda Halder, Faisal Hamman, Pasan Dissanayake, Qiuyi Zhang, Ilia Sucholutsky, Sanghamitra Dutta

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； Google Research（谷歌研究） ； Princeton University（普林斯顿大学） 纠错

Comments Accepted at Transactions on Machine Learning Research (TMLR)

Music Flamingo: Scaling Music Understanding in Audio Language Models

Sreyan Ghosh, Arushi Goel, Lasha Koroshinadze, Sang-gil Lee, Zhifeng Kong, Joao Felipe Santos, Ramani Duraiswami, Dinesh Manocha, Wei Ping, Mohammad Shoeybi, Bryan Catanzaro

机构 * NVIDIA, CA, USA（NVIDIA公司） ； University of Maryland, College Park, USA（大学） 纠错

Comments Project Page: https://research.nvidia.com/labs/adlr/MF/

BIG5-TPoT: Predicting BIG Five Personality Traits, Facets, and Items Through Targeted Preselection of Texts

Triet M. Le, Arjun Chandra, C. Anton Rytting, Valerie P. Karuzis, Vladimir Rife, William A. Simpson

机构 * The University of Maryland Applied Research Laboratory for Intelligence and Security (ARLIS)（马里兰大学应用研究实验室（情报与安全实验室）） ； The University of Maryland (UMD)（马里兰大学） 纠错

Routing Manifold Alignment Improves Generalization of Mixture-of-Experts LLMs

Zhongyang Li, Ziyue Li, Tianyi Zhou

机构 * Johns Hopkins University（约翰霍普金斯大学） ； University of Maryland, College Park（马里兰大学学院公园分校） 纠错

Learning API Functionality from In-Context Demonstrations for Tool-based Agents

Bhrij Patel, Ashish Jagmohan, Aditya Vempaty

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； Emergence AI NYC（纽约Emergence AI） 纠错

Comments 19 Pages, 14 Figures, 7 Tables

Bridging Diffusion Models and 3D Representations: A 3D Consistent Super-Resolution Framework

Yi-Ting Chen, Ting-Hsuan Liao, Pengsheng Guo, Alexander Schwing, Jia-Bin Huang

机构 * University of Maryland, College Park（马里兰大学 College Park 分校） ； Carnegie Mellon University（卡内基梅隆大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments Accepted to ICCV 2025. Project website: https://consistent3dsr.github.io/

ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness

Yijun Liang, Ming Li, Chenrui Fan, Ziyue Li, Dang Nguyen, Kwesi Cobbina, Shweta Bhardwaj, Jiuhai Chen, Fuxiao Liu, Tianyi Zhou

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

Comments Accepted by NeurIPS2025. 36 pages, including references and appendix. Code is available at https://github.com/tianyi-lab/ColorBench

Explore Data Left Behind in Reinforcement Learning for Reasoning Language Models

Chenxi Liu, Junjie Liang, Yuqi Jia, Bochuan Cao, Yang Bai, Heng Huang, Xun Chen

机构 * University of Maryland, College Park（马里兰大学学院市分校） ； ByteDance（字节跳动） ； Duke University（杜克大学） ； Pennsylvania State University（宾夕法尼亚州立大学） 纠错

Revisiting Federated Fine-Tuning: A Single Communication Round is Enough for Foundation Models

Ziyao Wang, Bowei Tian, Yexiao He, Zheyu Shen, Guoheng Sun, Yuhan Liu, Luyang Liu, Meng Liu, Ang Li

机构 * University of Maryland, College Park（马里兰大学彭福分校） ； Queen Mary University of London（伦敦玛丽女王大学） ； Google DeepMind（谷歌DeepMind） 纠错

Decomposed Prompting: Probing Multilingual Linguistic Structure Knowledge in Large Language Models

Ercong Nie, Shuzhou Yuan, Bolei Ma, Helmut Schmid, Michael Färber, Frauke Kreuter, Hinrich Schütze

机构 * Center for Information and Language Processing (CIS)（信息与语言处理中心） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； ScaDS.AI and TU Dresden（ScaDS.AI 和 梅克伦堡-前波美拉尼亚技术大学） ； Department of Statistics, LMU Munich（统计学系，慕尼黑大学） ； University of Maryland, College Park（马里兰大学 College Park 分校） 纠错

Comments Accepted to AACL-IJCNLP 2025 Findings

Neural Beamforming with Doppler-Aware Sparse Attention for High Mobility Environments

Cemil Vahapoglu, Timothy J. O'Shea, Wan Liu, Sennur Ulukus

机构 * University of Maryland College Park（马里兰大学学院市分校） ； DeepSig Inc（DeepSig公司） 纠错

Cropland Mapping using Geospatial Embeddings

Ivan Zvonkov, Gabriel Tseng, Inbal Becker-Reshef, Hannah Kerner

机构 * University of Maryland, College Park（马里兰大学 College Park 分校） ； Mila – Quebec AI Institute（魁北克AI研究院） ； McGill University（麦吉尔大学） ； Arizona State University（亚利桑那州立大学） 纠错

Comments 8 pages, 11 figures

Towards efficient quantum algorithms for diffusion probabilistic models

Yunfei Wang, Ruoxi Jiang, Yingda Fan, Xiaowei Jia, Jens Eisert, Junyu Liu, Jin-Peng Liu

机构 * Joint Center for Quantum Information（联合量子信息中心） ； Computer Science, NIST/University of Maryland, College Park, MD 20742, USA（计算机科学，NIST/马里兰大学，College Park, MD 20742, USA） ； Maryland Center for Fundamental Physics, Department of Physics, University of Maryland, College Park, MD 20742, USA（马里兰大学基础物理中心，物理系，马里兰大学，College Park, MD 20742, USA） ； Incubation Institute, Fudan University, Shanghai 200437, China（孵化院，复旦大学，Shanghai 200437, China） ； Department of Computer Science, The University of Pittsburgh, Pittsburgh, PA 15260, USA（计算机科学系，匹兹堡大学，Pittsburgh, PA 15260, USA） ； Yau Mathematical Sciences Center（杨数学科学中心） ； Department of Mathematics, Tsinghua University, Beijing 100084, China（数学系，清华大学，Beijing 100084, China） ； Yanqi Lake Beijing Institute of Mathematical Sciences（颐和园北京数学科学研究院） 纠错

Comments 7+18 pages, small changes

EREBUS: End-to-end Robust Event Based Underwater Simulation

Hitesh Kyatham, Arjun Suresh, Aadi Palnitkar, Yiannis Aloimonos

机构 * Maryland Robotics Center, University of Maryland, College Park, MD 20742, USA（马里兰大学机器人中心，马里兰大学，学院公园，MD 20742，美国） 纠错

Comments Accepted to ICRA AQUA2SIM Workshop 2025, 6 pages, 3 figures, conference paper

Safer in Translation? Presupposition Robustness in Indic Languages

Aadi Palnitkar, Arjun Suresh, Rishi Rajesh, Puneet Puli

机构 * University of Maryland, College Park (UMD) College Park, MD, USA（马里兰大学 College Park 分校） 纠错

Comments This is a submission to LREC 2026 (Language Resources and Evaluation Conference 2026). Corresponding author: aadipalnitkar96@gmail.com

ChartAB: A Benchmark for Chart Grounding & Dense Alignment

Aniruddh Bansal, Davit Soselia, Dang Nguyen, Tianyi Zhou

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

ROVER: Benchmarking Reciprocal Cross-Modal Reasoning for Omnimodal Generation

Yongyuan Liang, Wei Chow, Feng Li, Ziqiao Ma, Xiyao Wang, Jiageng Mao, Jiuhai Chen, Jiatao Gu, Yue Wang, Furong Huang

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； University of Pennsylvania（宾夕法尼亚大学） ； The Hong Kong University of Science and Technology（香港科学与技术大学） ； University of Michigan（密歇根大学） ； University of Southern California（南加州大学） 纠错

Comments Project Page: https://roverbench.github.io/

SynthTextEval: Synthetic Text Data Generation and Evaluation for High-Stakes Domains

Krithika Ramesh, Daniel Smolyak, Zihao Zhao, Nupoor Gandhi, Ritu Agarwal, Margrét Bjarnadóttir, Anjalie Field

机构 * Johns Hopkins University（约翰霍普金斯大学） ； University of Maryland, College Park（马里兰大学学院公园分校） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Comments EMNLP 2025 System Demonstration

A Closer Look at Bias and Chain-of-Thought Faithfulness of Large (Vision) Language Models

Sriram Balasubramanian, Samyadeep Basu, Soheil Feizi

机构 * Department of Computer Science University of Maryland, College Park（计算机科学系马里兰大学 College Park） 纠错

Comments Accepted in EMNLP 2025, 34 pages, 25 figures

Sparse Model Inversion: Efficient Inversion of Vision Transformers for Data-Free Applications

Zixuan Hu, Yongxian Wei, Li Shen, Zhenyi Wang, Lei Li, Chun Yuan, Dacheng Tao

机构 * Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China ； College of Computing \& Data Science, Nanyang Technological University, Singapore ； School of Cyber Science ； Technology, Sun Yat-sen University, Shenzhen, China ； JD Explore Academy, China ； University of Maryland, College Park, USA 纠错

VeriFastScore: Speeding up long-form factuality evaluation

Rishanth Rajendhran, Amir Zadeh, Matthew Sarte, Chuan Li, Mohit Iyyer

机构 * University of Maryland, College Park（马里兰大学 College Park分校） ； Lambda Labs（Lambda实验室） 纠错

Adversarial Paraphrasing: A Universal Attack for Humanizing AI-Generated Text

Yize Cheng, Vinu Sankar Sadasivan, Mehrdad Saberi, Shoumik Saha, Soheil Feizi

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

Comments NeurIPS 2025

Omni-Mol: Multitask Molecular Model for Any-to-any Modalities

Chengxin Hu, Hao Li, Yihe Yuan, Zezheng Song, Chenyang Zhao, Haixin Wang

机构 * National University of Singapore（新加坡国立大学） ； University of Maryland, College Park（马里兰大学 College Park 分校） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

Comments 44 pages, 9 figures, 13 tables, paper accepted by NeurIPS 2025

Learning Beyond Experience: Generalizing to Unseen State Space with Reservoir Computing

Declan A. Norton, Yuanzhao Zhang, Michelle Girvan

机构 * Department of Physics, University of Maryland, College Park, Maryland 20742, USA（大学物理系，马里兰大学，学院公园，马里兰州，20742，美国） ； Santa Fe Institute, Santa Fe, New Mexico 87501, USA（圣菲研究所，圣菲，新墨西哥州，87501，美国） ； Institute for Research in Electronics and Applied Physics, University of Maryland, College Park, Maryland 20742, USA（电子与应用物理研究所，马里兰大学，学院公园，马里兰州，20742，美国） ； Institute for Physical Science and Technology, University of Maryland, College Park, Maryland 20742, USA（物理科学与技术研究所，马里兰大学，学院公园，马里兰州，20742，美国） 纠错

Comments 18 pages, 12 figures. Updated to include results with RC generalization to unseen segregated and asymmetric basins of attraction and unseen chaotic attractors

Journal ref Chaos 35, 103146 (2025)

RoGBot: Relationship-Oblivious Graph-based Neural Network with Contextual Knowledge for Bot Detection

Ashutosh Anshul, Mohammad Zia Ur Rehman, Sri Akash Kadali, Nagendra Kumar

机构 * Indian Institute of Technology Indore（印度理工学院印多尔分校） ； University of Maryland, College Park, USA（美国马里兰大学学院公园分校） 纠错

Comments Submitted to IEEE

Multi-Scale Finite Expression Method for PDEs with Oscillatory Solutions on Complex Domains

Gareth Hardwick, Haizhao Yang

机构 * Department of Mathematics, Purdue University（普渡大学数学系） ； Department of Mathematics and Department of Computer Science, University of Maryland College Park（马里兰大学学院市数学系和计算机科学系） 纠错

PICore: Physics-Informed Unsupervised Coreset Selection for Data Efficient Neural Operator Training

Anirudh Satheesh, Anant Khandelwal, Mucong Ding, Radu Balan

机构 * Department of Computer Science（计算机科学系） ； University of Maryland, College Park（马里兰大学学院公园分校） ； Georgia Institute of Technology（佐治亚理工学院） ； Department of Mathematics（数学系） ； Center for Scientific Computation and Mathematical Modeling（科学计算与数学建模中心） 纠错

Comments Submitted to TMLR 2025