📝 Publications

✉️ means Corresponding Author; * means Equal Contribution; † means Project Leader

🤖 LLMs & MLLMs & Robotics

[arXiv 2026] (#1 Paper of the Day) HiFi-UMI: Learning Deployable Manipulation Policies from High-Fidelity UMI Data Alone
Yuteng Wei*, Jinming Ma*, Jiawei Wang*^†, Weitao Zhou*^†, Yushen Zuo, Ke Rui, Minglei Li^†, Jinhao Zhang, Zhikang Pan, Xiang Wang, Haoran Jia, Huan Du, Zicheng Zeng, Jun Ma, Guiyu Qin, Di Zhang, Xiaofei Li
[arXiv 2026] Diagnosing Semantic Handoff Failures in Agent-Orchestrated Vision-Language-Action Skill Composition
Ke Rui*, Yushen Zuo*, Jiawei Wang*, Haoran Jia, Jinming Ma, Weitao Zhou, Minglei Li
[arXiv 2026] SoftVTBench: A Safety-Aware Visuo-Tactile Benchmark for Physically Constrained Robotic Manipulation of Deformable Objects
Bowen Jing, Mingxin Wang, Ruiyang Hao, Chenchen Ge, Hanwen Shen, Junjie He, Yang Cui, Yiming Hou, Weitao Zhou, Jiawei Wang, Minglei Li, Dandan Zhang, Ding Zhao, Houde Liu, Xiaofan Li, Si Liu, Ping Luo, Haibao Yu
[arXiv 2026] Agentopia: Long-Term Life Simulation and Learning in Agent Societies
Xintao Wang, Sirui Zheng, Hongqiu Wu, Weiyuan Li, Jen-tse Huang, Minghao Zhu, Can Zu, Qi Deng, Jiawei Wang, Qianyu He, Heng Wang, Xiaojian Wu, Yunzhe Tao
[arXiv 2026] (Model Card) Seed1.8 Model Card: Towards Generalized Real-World Agency
ByteDance Seed
[arXiv 2026] WideSeek: Advancing Wide Research via Multi-Agent Scaling
Ziyang Huang, Haolin Ren, Xiaowei Yuan, Jiawei Wang, Zhongtao Jiang, Kun Xu, Shizhu He, Jun Zhao, Kang Liu
[Technical Blog 2026] From Amnesia to Mastery: How Agents Learn Skills In-Context
Jiawei Wang
[ICML 2026] Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents
Jiawei Wang, Jiacai Liu, Yuqian Fu, Yingru Li, Xintao Wang, Yuan Lin, Yu Yue, Lin Zhang, Yang Wang^✉️, Ke Wang^✉️
[ICLR 2026] WideSearch: Benchmarking Agentic Broad Info-Seeking
Ryan Wong*, Jiawei Wang*, Junjie Zhao, Li Chen, Yan Gao, Long Zhang, Xuan Zhou, Zuo Wang, Kai Xiang, Ge Zhang, Wenhao Huang, Yang Wang^✉️, Ke Wang^✉️
[ICLR 2026] MCPMark: Stress-Testing Comprehensive MCP Use
Zijian Wu, Xiangyan Liu, Xinyuan Zhang, Lingjun Chen, Fanqing Meng, Lingxiao Du, Yiran Zhao, Fanshi Zhang, Yaoqi Ye, Jiawei Wang, Zirui Wang, Jinjie Ni, Yufan Yang, Arvin Xu, Michael Qizhe Shieh
[ICASSP 2026] DoctorAgent-RL: A Multi-Agent Collaborative Reinforcement Learning System for Multi-Turn Clinical Dialogue
Yichun Feng*, Jiawei Wang*, Lu Zhou, Yixue Li^✉️
[ICCV 2025] (CCF-A) Safeguarding Vision-Language Models: Mitigating Vulnerabilities to Gaussian Noise in Perturbation-based Attacks
Jiawei Wang*^✉️, Yushen Zuo*, Yuanjun Chai, Zhendong Liu, Yicheng Fu, Yichun Feng^✉️, Kin-man Lam^✉️
[GigaScience 2025] A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support
Yichun Feng, Jiawei Wang, Rui He, Lu Zhou, Yixue Li^✉️
[Technical Blog 2025] When Speed Kills Stability: Demystifying RL Collapse from the Training-Inference Mismatch
Jiacai Liu*, Yingru Li*, Yuqian Fu, Jiawei Wang, Qian Liu, Yu Shen
[arXiv 2025] (Cutting-edge Project) DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
DeepSeek-AI
[arXiv 2024] (Cutting-edge Project) DeepSeek-V3 Technical Report
DeepSeek-AI
[arXiv 2024] (Cutting-edge Project) DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding
Zhiyu Wu*, Xiaokang Chen*, Zizheng Pan*, Xingchao Liu*, Wen Liu*, Damai Dai, Huazuo Gao, Yiyang Ma, Chengyue Wu, Bingxuan Wang, Zhenda Xie, Yu Wu, Kai Hu, Jiawei Wang, Yaofeng Sun, Yukun Li, Yishi Piao, Kang Guan, Aixin Liu, Xin Xie, Yuxiang You, Kai Dong, Xingkai Yu, Haowei Zhang, Liang Zhao, Yisong Wang, Chong Ruan^✉️