Research archive

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Publications and preprints.

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2026

2026Preprint

2026 · Survey preprint

The Landscape of Agentic Time Series Systems: Architectures, Reliability, and Frontiers

Yifan Hu, Jie Yang, Xilin Dai, Wanxu Cai, Kuiye Ding, Yuante Li, Qinghua Liu, Enze Ma, Zhiyuan Qu, Yixin Wang, Binyan Xu, Kexin Zhang, Peiyuan Liu, Zhijian Xu, Guibin Zhang, Yujin Tang, Yanwei Yue, Kening Zheng, Chengze Li, Hanrong Zhang, Haoyan Xu, Naiqi Li, Tao Dai, Dawei Cheng, John Paparrizos, Kaize Ding, Tian Zhou, Qiang Xu, Shu-tao Xia, Shirui Pan, Philip S. Yu

A survey of time-series agents that connects perception, reasoning, action, memory, and world models with reliability.

2025

2025Preprint

arXiv 2025 · Preprint

PAN: A World Model for General, Interactable, and Long-Horizon World Simulation

Jiannan Xiang, Yi Gu, Zihan Liu, Zeyu Feng, Qiyue Gao, Yiyan Hu, Benhao Huang, Guangyi Liu, Yichi Yang, Kun Zhou, Davit Abrahamyan, Arif Ahmad, Ganesh Bannur, Junrong Chen, Kimi Chen, Mingkai Deng, Ruobing Han, Xinqi Huang, Haoqiang Kang, Zheqi Liu, Enze Ma, Hector Ren, Yashowardhan Shinde, Rohan Shingre, Ramsundar Tanikella, Kaiming Tao, Dequan Yang, Xinle Yu, Cong Zeng, Binglin Zhou, Zhengzhong Liu, Zhiting Hu, Eric P. Xing

A world model that simulates future visual states from interaction history and natural-language actions.

2025Conference

ACM Multimedia 2025 · Demo

CReLeRI: Explainable, Concept-centric, Representation, Learning, Reasoning, and Interaction Video Analysis System

Michael Francis Perez, Yichi Yang, Yuheng Zha, Enze Ma, Danish Tamboli, Haodi Ma, Reza Shahriari, Vyom Pathak, Dzmitry Kasinets, Rohith Venkatakrishnan, Daisy (Zhe) Wang, Jaime Ruiz, Eric D. Ragan, Zhiting Hu, Eric Xing, Jun-Yan Zhu

An interactive video analysis system that grounds detected actions and their arguments in 3D space.