University of Southern California（南加州大学）

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/

GeoToken: Hierarchical Geolocalization of Images via Next Token Prediction

Narges Ghasemi, Amir Ziashahabi, Salman Avestimehr, Cyrus Shahabi

机构 * of Computer Science, University of Southern California, Los Angeles, CA, USA ； Computer Engineering, University of Southern California, Los Angeles, CA, USA 纠错

Comments Accepted to IEEE International Conference on Data Mining (ICDM) 2025

Effective Series Decomposition and Components Learning for Time Series Generation

Zixuan Ma, Chenfeng Huang

机构 * School of Engineering and Applied Science, University of Pennsylvania（工程与应用科学学院，宾夕法尼亚大学） ； Viterbi School of Engineering, University of Southern California（工程学院，南加州大学） 纠错

Comments Accepted at IEEE International Conference on Data Mining (ICDM 2025). Camera-ready version to appear

Reject Only Critical Tokens: Pivot-Aware Speculative Decoding

Amir Ziashahabi, Yavuz Faruk Bakman, Duygu Nur Yaldiz, Mostafa El-Khamy, Sai Praneeth Karimireddy, Salman Avestimehr

机构 * University of Southern California（南加州大学） ； Device Solutions Research America, Samsung Semiconductor, Inc.（三星半导体公司） 纠错

Comments Accepted at NeurIPS 2025 Efficient Reasoning Workshop

OSMGen: Highly Controllable Satellite Image Synthesis using OpenStreetMap Data

Amir Ziashahabi, Narges Ghasemi, Sajjad Shahabi, John Krumm, Salman Avestimehr, Cyrus Shahabi

机构 * University of Southern California（南加州大学） 纠错

Comments Accepted at NeurIPS 2025 UrbanAI Workshop

Position: Vibe Coding Needs Vibe Reasoning: Improving Vibe Coding with Formal Verification

Jacqueline Mitchell, Yasser Shaaban

机构 * University of Southern California（南加州大学） 纠错

Comments 7 pages, 3 figures, In Proceedings of the 1st ACM SIGPLAN International Workshop on Language Models and Programming Languages (LMPL'25), October 12-18, 2025, Singapore, Singapore. ACM, New York, NY, USA

CrowdVLM-R1: Expanding R1 Ability to Vision Language Model for Crowd Counting using Fuzzy Group Relative Policy Reward

Zhiqiang Wang, Pengbin Feng, Yanbin Lin, Shuzhang Cai, Zongao Bian, Jinghua Yan, Xingquan Zhu

机构 * Florida Atlantic University（佛罗里达大学） ； University of Southern California（南加州大学） ； University of Texas at Dallas（德克萨斯大学达拉斯分校） ； Georgia Institute of Technology（佐治亚理工学院） ； University of Utah（犹他大学） 纠错

Comments 10 pages, 6 figures and 4 tables

Journal ref 2025 IEEE International Conference on Big Data (IEEE BigData 2025)

Targeted Attack Improves Protection against Unauthorized Diffusion Customization

Boyang Zheng, Chumeng Liang, Xiaoyu Wu

机构 * Shanghai Jiao Tong University（上海交通大学） ； University of Southern California（南加州大学） 纠错

Comments ICLR 2025 (Spotlight)

AeroResQ: Edge-Accelerated UAV Framework for Scalable, Resilient and Collaborative Escape Route Planning in Wildfire Scenarios

Suman Raj, Radhika Mittal, Rajiv Mayani, Pawel Zuk, Anirban Mandal, Michael Zink, Yogesh Simmhan, Ewa Deelman

机构 * Indian Institute of Science（印度科学研究院） ； Information Sciences Institute, University of Southern California（信息科学研究所，南加州大学） ； Renaissance Computing Institute, University of North Carolina（复兴计算研究所，北卡罗来纳大学） ； University of Massachusetts（马萨诸塞大学） 纠错

Comments 26 pages, 11 figures

Chitchat with AI: Understand the supply chain carbon disclosure of companies worldwide through Large Language Model

Haotian Hang, Yueyang Shen, Vicky Zhu, Jose Cruz, Michelle Li

机构 * University of Southern California（南加州大学） ； University of Michigan（密歇根大学） ； Babson College（巴布森学院） ； University of Connecticut（康涅狄格大学） 纠错