REX: Rapid Exploration and eXploitation for AI Agents. - Rithesh Murthy; Shelby Heinecke; Juan Carlos Niebles; Zhiwei Liu 001; Le Xue; Weiran Yao; Yihao Feng; Zeyuan Chen 001; Akash Gokul; Devansh Arpit; Ran Xu 001; Phil Mui; et al. (CoRR, 2023)

Retroformer: Retrospective Large Language Agents with Policy Gradient Optimization. - Weiran Yao; Shelby Heinecke; Juan Carlos Niebles; Zhiwei Liu 001; Yihao Feng; Le Xue; Rithesh Murthy; Zeyuan Chen 001; Jianguo Zhang 005; Devansh Arpit; Ran Xu 001; Phil Mui; et al. (CoRR, 2023)

BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents. - Zhiwei Liu 001; Weiran Yao; Jianguo Zhang 005; Le Xue; Shelby Heinecke; Rithesh Murthy; Yihao Feng; Zeyuan Chen 001; Juan Carlos Niebles; Devansh Arpit; Ran Xu 001; Phil Mui; et al. (CoRR, 2023)

Personalized Multi-task Training for Recommender System. - Liangwei Yang; Zhiwei Liu; Jianguo Zhang; Rithesh Murthy; Shelby Heinecke; Huan Wang 014; Caiming Xiong; Philip S. Yu (IEEE Big Data, 2024)

AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning. - Jianguo Zhang 005; Tian Lan 006; Rithesh Murthy; Zhiwei Liu 001; Weiran Yao; Juntao Tan; Thai Hoang; Liangwei Yang; Yihao Feng; Zuxin Liu; Tulika Manoj Awalgaonkar; Juan Carlos Niebles; et al. (CoRR, 2024)

MobileAIBench: Benchmarking LLMs and LMMs for On-Device Use Cases. - Rithesh Murthy; Liangwei Yang; Juntao Tan; Tulika Manoj Awalgaonkar; Yilun Zhou; Shelby Heinecke; Sachin Desai; Jason Wu; Ran Xu 001; Sarah Tan; Jianguo Zhang 005; Zhiwei Liu 001; et al. (CoRR, 2024)

APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets. - Zuxin Liu; Thai Hoang; Jianguo Zhang 005; Ming Zhu; Tian Lan 006; Shirley Kokane; Juntao Tan; Weiran Yao; Zhiwei Liu 001; Yihao Feng; Rithesh Murthy; Liangwei Yang; et al. (CoRR, 2024)

Personalized Multi-task Training for Recommender System. - Liangwei Yang; Zhiwei Liu 001; Jianguo Zhang 005; Rithesh Murthy; Shelby Heinecke; Huan Wang 016; Caiming Xiong; Philip S. Yu (CoRR, 2024)

Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents. - Kexun Zhang; Weiran Yao; Zuxin Liu; Yihao Feng; Zhiwei Liu 001; Rithesh Murthy; Tian Lan 006; Lei Li 005; Renze Lou; Jiacheng Xu 001; Bo Pang 004; Yingbo Zhou; et al. (CoRR, 2024)

xLAM: A Family of Large Action Models to Empower AI Agent Systems. - Jianguo Zhang 005; Tian Lan 006; Ming Zhu; Zuxin Liu; Thai Hoang; Shirley Kokane; Weiran Yao; Juntao Tan; Akshara Prabhakar; Haolin Chen; Zhiwei Liu 001; Yihao Feng; et al. (CoRR, 2024)

PRACT: Optimizing Principled Reasoning and Acting of LLM Agent. - Zhiwei Liu 001; Weiran Yao; Jianguo Zhang 005; Rithesh Murthy; Liangwei Yang; Zuxin Liu; Tian Lan 006; Ming Zhu; Juntao Tan; Shirley Kokane; Thai Hoang; Juan Carlos Niebles; et al. (CoRR, 2024)

SpecTool: A Benchmark for Characterizing Errors in Tool-Use LLMs. - Shirley Kokane; Ming Zhu; Tulika Awalgaonkar; Jianguo Zhang; Thai Hoang; Akshara Prabhakar; Zuxin Liu; Tian Lan; Liangwei Yang; Juntao Tan; Rithesh Murthy; Weiran Yao; et al. (CoRR, 2024)

PersonaBench: Evaluating AI Models on Understanding Personal Information through Accessing (Synthetic) Private User Data. - Juntao Tan; Liangwei Yang; Zuxin Liu; Zhiwei Liu 001; Rithesh Murthy; Tulika Manoj Awalgaonkar; Jianguo Zhang; Weiran Yao; Ming Zhu; Shirley Kokane; Silvio Savarese; Huan Wang 016; et al. (CoRR, 2025)

Promptomatix: An Automatic Prompt Optimization Framework for Large Language Models. - Rithesh Murthy; Ming Zhu; Liangwei Yang; Jielin Qiu; Juntao Tan; Shelby Heinecke; Caiming Xiong; Silvio Savarese; Huan Wang 016 (CoRR, 2025)