Publications

Preprints

2025

1. arXiv

   

   Ragen: Understanding self-evolution in llm agents via multi-turn reinforcement learning

   Zihan Wang^†, Kangrui Wang^†, Qineng Wang^†, Pingyue Zhang^†, Linjie Li^†, Zhengyuan Yang, Xing Jin, Kefan Yu, Minh Nhat Nguyen, Licheng Liu, Eli Gottlieb, Yiping Lu, Kyunghyun Cho, Jiajun Wu, Li Fei-Fei, Lijuan Wang, Yejin Choi, and Manling Li

   May 2025

   arXiv Code Website

2024

1. arXiv

   

   Lens: A Foundation Model for Network Traffic in Cybersecurity

   Qineng Wang, Chen Qian, Xiaochang Li, Ziyu Yao, and Huajie Shao

   Feb 2024

   arXiv

Conference Papers

2025

1. ICML

   

   EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents

   Rui Yang^†, Hanyang Chen^†, Junyu Zhang^†, Mark Zhao^†, Cheng Qian, Kangrui Wang, Qineng Wang, Teja Venkat Koripella, Marziyeh Movahedi, Manling Li, Heng Ji, Huan Zhang, and Tong Zhang

   In Proceedings of the 42nd International Conference on Machine Learning (ICML), Jul 2025

   arXiv Code Website

2024

1. NeurIPS

   

   Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making

   Manling Li^†, Shiyu Zhao^†, Qineng Wang^†, Kangrui Wang^†, Yu Zhou^†, Sanjana Srivastava, Jem Gokmen, Tony Lee, Li Erran Li, Ruohan Zhang, Weiyu Liu, Percy Liang, Li Fei-Fei, Jiayuan Mao, and Jiajun Wu

   In Proceedings of the 38th International Conference on Neural Information Processing Systems (NeurIPS, D&B Track), Dec 2024

   NeurIPS Oral Presentation | SoCal NLP Best Paper Award

   arXiv Code Website
2. ACL

   

   Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?

   Qineng Wang^†, Zihao Wang^†, Ying Su, Hanghang Tong, and Yangqiu Song

   In Proceedings of the 62th Annual Meeting of the Association for Computational Linguistics (ACL), Aug 2024

   arXiv

Projects

2025

1. GitHub

   

   VAGEN: Training VLM agents with multi-turn reinforcement learning

   Kangrui Wang^†, Pingyue Zhang^†, Zihan Wang^†, Yaning Gao^†, Linjie Li^†, Qineng Wang, Hanyang Chen, Chi Wan, Yiping Lu, Zhengyuan Yang, Lijuan Wang, Ranjay Krishna, Jiajun Wu, Li Fei-Fei, Yejin Choi, and Manling Li

   Mar 2025

   Open-source multimodal agent framework

   Code