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scPilot: Large Language Model Reasoning Toward Automated Single-Cell Analysis and Discovery

Yiming Gao, Zhen Wang, Jefferson Chen, Mark Antkowiak, Mengzhou Hu, JungHo Kong, Dexter Pratt, Jieyuan Liu, Enze Ma, Zhiting Hu, Eric P. Xing NeurIPS 2025 · Poster, 2025

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 ACM Multimedia 2025 · Demo, 2025

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 arXiv 2025 · Preprint, 2025

CellMaster: Collaborative Cell Type Annotation in Single-Cell Analysis

Zhen Wang, Yiming Gao, Jieyuan Liu, Enze Ma, Jefferson Chen, Mark Antkowiak, Mengzhou Hu, JungHo Kong, Dexter Pratt, Zhiting Hu, Wei Wang, Trey Ideker, Eric P. Xing arXiv 2026 · Preprint, 2026

Locally Confident, Globally Stuck: The Quality-Exploration Dilemma in Diffusion Language Models

Liancheng Fang, Aiwei Liu, Henry Peng Zou, Yankai Chen, Enze Ma, Leyi Pan, Chunyu Miao, Wei-Chieh Huang, Xue Liu, Philip S. Yu COLM 2026 · Accepted, 2026

ARC-STAR: Auditable Post-Hoc Correction for PDE Foundation Models

Chengze Li, Lingwei Wei, Li Sun, Hongbo Lv, Jie Yang, Hanrong Zhang, Kening Zheng, Wei-Chieh Huang, Enze Ma, Philip S. Yu arXiv 2026 · Preprint, 2026

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 2026 · Survey preprint, 2026

MemAudit: Auditing Long-Term Agent Memory via Hidden User-State Recovery

Enze Ma, Yufan Zhou, Wei-Chieh Huang, Jie Yang, Huanhuan Ma, Zixuan Wang, Chengze Li, Chunyu Miao, Philip S. Yu, Zhen Wang arXiv 2026 · Preprint, 2026

Sycophancy Suppression Can Impair Rational Updating: Anti-Sycophancy Should Preserve the Ability to Update

Huanhuan Ma, Henry Peng Zou, Chengze Li, Enze Ma, Yunyue Su, Philip S. Yu Findings of EMNLP 2026 · Accepted, 2026