University of Wisconsin-Madison（威斯康星大学麦迪逊分校）

2509.24192 2025-09-30 cs.CV cs.AI

Talk in Pieces, See in Whole: Disentangling and Hierarchical Aggregating Representations for Language-based Object Detection

Sojung An, Kwanyong Park, Yong Jae Lee, Donghyun Kim

机构 * Korea University（韩国大学）； University of Seoul（首尔大学）； University of Wisconsin-Madison（威斯康星大学麦迪逊分校）

Comments 23 pages, 17 figures

2509.24115 2025-09-30 cs.LG cond-mat.mtrl-sci math.OC

ADAPT: Lightweight, Long-Range Machine Learning Force Fields Without Graphs

Evan Dramko, Yihuang Xiong, Yizhi Zhu, Geoffroy Hautier, Thomas Reps, Christopher Jermaine, Anastasios Kyrillidis

机构 * Department of Computer Science, Rice University（计算机科学系，里士大学）； Rice Advanced Materials Institute, Rice University（里士大学先进材料研究所）； Department of Materials Science and Nanoengineering, Rice University（材料科学与纳米工程系，里士大学）； Thayer School of Engineering, Dartmouth College（达特茅斯学院泰勒工程学院）； Department of Computer Sciences, University of Wisconsin–Madison（威斯康星大学麦迪逊分校计算机科学系）

Comments 14 total pages of main content, 4 of references, 3 in Appendix

2410.22376 2025-09-30 cs.LG cs.AI cs.CL cs.CV

Rare-to-Frequent: Unlocking Compositional Generation Power of Diffusion Models on Rare Concepts with LLM Guidance

Dongmin Park, Sebin Kim, Taehong Moon, Minkyu Kim, Kangwook Lee, Jaewoong Cho

机构 * KRAFTON ； Seoul National University（首尔国立大学）； University of Wisconsin-Madison（威斯康星大学麦迪逊分校）

Comments ICLR 2025 (spotlight)

2509.23055 2025-09-30 cs.CL

Peacemaker or Troublemaker: How Sycophancy Shapes Multi-Agent Debate

Binwei Yao, Chao Shang, Wanyu Du, Jianfeng He, Ruixue Lian, Yi Zhang, Hang Su, Sandesh Swamy, Yanjun Qi

机构 * AWS AI Labs（AWS人工智能实验室）； University of Wisconsin–Madison（威斯康星大学麦迪逊分校）

2505.15298 2025-09-30 cs.RO cs.CL cs.CV

AgentThink: A Unified Framework for Tool-Augmented Chain-of-Thought Reasoning in Vision-Language Models for Autonomous Driving

Kangan Qian, Sicong Jiang, Yang Zhong, Ziang Luo, Zilin Huang, Tianze Zhu, Kun Jiang, Mengmeng Yang, Zheng Fu, Jinyu Miao, Yining Shi, He Zhe Lim, Li Liu, Tianbao Zhou, Huang Yu, Yifei Hu, Guang Li, Guang Chen, Hao Ye, Lijun Sun, Diange Yang

机构 * School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动学院）； McGill University（麦吉尔大学）； Automotive and Robotics, Xiaomi Corporation（小米公司汽车与机器人部门）； University of Wisconsin-Madison（威斯康星大学麦迪逊分校）

Comments 19 pages, 8 figures

Journal ref EMNLP2025 Fundings

2407.01781 2025-09-30 cs.CV cs.GR cs.LG

fVDB: A Deep-Learning Framework for Sparse, Large-Scale, and High-Performance Spatial Intelligence

Francis Williams, Jiahui Huang, Jonathan Swartz, Gergely Klár, Vijay Thakkar, Matthew Cong, Xuanchi Ren, Ruilong Li, Clement Fuji-Tsang, Sanja Fidler, Eftychios Sifakis, Ken Museth

机构 * NVIDIA Research（NVIDIA研究）； University of Wisconsin-Madison（威斯康星大学麦迪逊分校）

2206.10381 2025-09-30 cs.LG

TabText: Language-Based Representations of Tabular Health Data for Predictive Modelling

Kimberly Villalobos Carballo, Liangyuan Na, Yu Ma, Léonard Boussioux, Cynthia Zeng, Luis R. Soenksen, Dimitris Bertsimas

机构 * Tandon School of Engineering（坦顿工程学院）； New York University（纽约大学）； Operations Research Center（运筹学中心）； Massachusetts Institute of Technology（麻省理工学院）； University of Wisconsin, Madison（威斯康星大学麦迪逊分校）； Foster School of Business（福斯特商学院）； University of Washington, Foster School of Business（华盛顿大学福斯特商学院）； Stern School of Business（斯特恩商学院）； Abdul Latif Jameel Clinic for Machine Learning in Health（阿卜杜勒拉赫曼·贾迈尔健康机器学习诊所）； Sloan School of Management（斯隆管理学院）