Work Agents: Systems, Capabilities, and Optimization
Zishan Xu†, Enjun Du†, Mingqi Gao†, Cheng Yang, Junhao Shen, Zirong Chen, Zhiyuan Yao, Yifu Guo, Yuquan Lu, Jinyang Huang, Zhengxi Lu, Siyi Liu, Ziyu Zheng, Yongqi Zhang*, Difan Zou*, Weiwen Liu*
Preprint
GradZero: Decoupling Gradients from Activations for Memory-Efficient Adaptation of Medical Foundation Models
Tian Jin, Enjun Du*, Ding Luo
IEEE BIBM 2026
Generation-for-Understanding with Structured Action Scripts for Embodied Multimodal Learning
Hange Zhou, Mingzhe Zhang, Hongyu Ge, Xiaotang Wang, Enjun Du, Runqing Xu, Yongqi Zhang*
NeurIPS 2026
Omni-Streaming Thinking
Enjun Du, Siyi Liu, Ziyu Zheng, Jingyu Li, Yiwen Guo*, Yongqi Zhang, Difan Zou*
Preprint
EviRank: Structured Relevance Evidence for Multimodal Image Re-ranking
Enjun Du, Siyi Liu, Zirong Chen, Xinyu Zuo, Jinwen Luo, Ruiwen Tao, Lisheng Duan, Haijin Liang, Jin Ma, Junfu Pu, Yongqi Zhang
EMNLP 2026 Main Conference
RePair: Turning Retrieval Failures into Counterfactual Hard Pairs
Siyi Liu, Xiaorong Zhu, Enjun Du, Xinyu Zuo, Lisheng Duan, Haijin Liang, Jin Ma, Junfu Pu, Yongqi Zhang
EMNLP 2026 Main Conference
SnapBench: Benchmarking Snap-and-Ask Multimodal Retrieval for Mobile Interactions
Zirong Chen, Fuda Ye, Kuan Zhang, Enjun Du, Junfu Pu, Xinlei Wang, Xinyu Zuo, Lisheng Duan, Jin Ma, Yongqi Zhang
Findings of EMNLP 2026
LEDGERMIND: Provenance-Constrained Multimodal Agentic Reasoning with a Structured Evidence Ledger
Enjun Du†, Hange Zhou†, Chenxu Du, Siyi Liu, Zirong Chen, Ziyu Zheng, Yongqi Zhang*
Under Review
GRAPHSCHOLAR: COMPOSITIONAL STRATEGIC DECISION MAKING FOR KNOWLEDGE GRAPH REASONING VIA RELATION-DEPENDENCY GRAPHS
Zhonglin Jiang, Hange Zhou*, Enjun Du, Feng Xue, Yingjie Cui, Jingcheng Sha, Yong Chen, Yongqi Zhang*
ICLR 2026 Workshop
CARA: Concept-Aware Risk Attention for Interpretable Collision Prediction
Zhishan Tao, Ruoyu Wang*, Yucheng Wu, Enjun Du, Yilei Yuan, Sherwin Ho, Yue Su, Jinbo Su, Yi Hong*
ACM Multimedia 2026