Unsupervised Paraphrase Generation via Dynamic Blocking. - Tong Niu; Semih Yavuz; Yingbo Zhou; Huan Wang 016; Nitish Shirish Keskar; Caiming Xiong (CoRR, 2020)

Unsupervised Paraphrasing with Pretrained Language Models. - Tong Niu; Semih Yavuz; Yingbo Zhou; Nitish Shirish Keskar; Huan Wang 016; Caiming Xiong (EMNLP (1), 2021)

Learning Rich Nearest Neighbor Representations from Self-supervised Ensembles. - Bram Wallace; Devansh Arpit; Huan Wang 016; Caiming Xiong (CoRR, 2021)

Momentum Contrastive Autoencoder: Using Contrastive Learning for Latent Space Distribution Matching in WAE. - Devansh Arpit; Aadyot Bhatnagar; Huan Wang 016; Caiming Xiong (CoRR, 2021)

Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization. - Devansh Arpit; Huan Wang 016; Yingbo Zhou; Caiming Xiong (NeurIPS, 2022)

Generating Negative Samples for Sequential Recommendation. - Yongjun Chen; Jia Li 015; Zhiwei Liu 001; Nitish Shirish Keskar; Huan Wang 016; Julian J. McAuley; Caiming Xiong (CoRR, 2022)

WarpDrive: Fast End-to-End Deep Multi-Agent Reinforcement Learning on a GPU. - Tian Lan 006; Sunil Srinivasa; Huan Wang 016; Stephan Zheng (J. Mach. Learn. Res., 2022)

Zero-shot Item-based Recommendation via Multi-task Product Knowledge Graph Pre-Training. - Ziwei Fan 001; Zhiwei Liu 001; Shelby Heinecke; Jianguo Zhang 005; Huan Wang 016; Caiming Xiong; Philip S. Yu (CIKM, 2023)

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

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)

Enabling High Data Throughput Reinforcement Learning on GPUs: A Domain Agnostic Framework for Data-Driven Scientific Research. - Tian Lan 006; Huan Wang 016; Caiming Xiong; Silvio Savarese (CoRR, 2024)

xGen-MM (BLIP-3): A Family of Open Large Multimodal Models. - Le Xue; Manli Shu; Anas Awadalla; Jun Wang 090; An Yan; Senthil Purushwalkam; Honglu Zhou; Viraj Prabhu; Yutong Dai 002; Michael S. Ryoo; Shrikant Kendre; Jieyu Zhang 001; 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)

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)

Text2Data: Low-Resource Data Generation with Textual Control. - Shiyu Wang; Yihao Feng; Tian Lan 006; Ning Yu 006; Yu Bai 017; Ran Xu 001; Huan Wang 016; Caiming Xiong; Silvio Savarese (AAAI, 2025)

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

CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments. - Kung-Hsiang Huang; Akshara Prabhakar; Sidharth Dhawan; Yixin Mao; Huan Wang 016; Silvio Savarese; Caiming Xiong; Philippe Laban; Chien-Sheng Wu (NAACL (Long Papers), 2025)

xLAM: A Family of Large Action Models to Empower AI Agent Systems. - Jianguo Zhang; 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. (NAACL (Long Papers), 2025)

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)

ActionStudio: A Lightweight Framework for Data and Training of Large Action Models. - Jianguo Zhang 005; Thai Hoang; Ming Zhu; Zuxin Liu; Shiyu Wang; Tulika Awalgaonkar; Akshara Prabhakar; Haolin Chen; Weiran Yao; Zhiwei Liu 001; Juntao Tan; Juan Carlos Niebles; et al. (CoRR, 2025)

APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay. - Akshara Prabhakar; Zuxin Liu; Ming Zhu; Jianguo Zhang 005; Tulika Awalgaonkar; Shiyu Wang; Zhiwei Liu 001; Haolin Chen; Thai Hoang; Juan Carlos Niebles; Shelby Heinecke; Weiran Yao; 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)