AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels. - Nicholas Carl Roberts; Xintong Li 001; Tzu-Heng Huang; Dyah Adila; Spencer Schoenberg; Cheng-Yu Liu 002; Lauren Pick; Haotian Ma; Aws Albarghouthi; Frederic Sala (NeurIPS, 2022)

Geometry-Aware Adaptation for Pretrained Models. - Nicholas Carl Roberts; Xintong Li 001; Dyah Adila; Sonia Cromp; Tzu-Heng Huang; Jitian Zhao; Frederic Sala (NeurIPS, 2023)

Open-world Multi-label Text Classification with Extremely Weak Supervision. - Xintong Li 001; Jinya Jiang; Ria Dharmani; Jayanth Srinivasa; Gaowen Liu; Jingbo Shang (EMNLP, 2024)

CoMMIT: Coordinated Instruction Tuning for Multimodal Large Language Models. - Junda Wu; Xintong Li 001; Tong Yu 001; Yu Wang 170; Xiang Chen; Jiuxiang Gu; Lina Yao 001; Jingbo Shang; Julian J. McAuley (CoRR, 2024)

Visual Prompting in Multimodal Large Language Models: A Survey. - Junda Wu; Zhehao Zhang 001; Yu Xia 007; Xintong Li 001; Zhaoyang Xia; Aaron Chang; Tong Yu 001; Sungchul Kim; Ryan A. Rossi; Ruiyi Zhang 002; Subrata Mitra; Dimitris N. Metaxas; et al. (CoRR, 2024)

GUI Agents: A Survey. - Dang Nguyen; Jian Chen 043; Yu Wang 160; Gang Wu 013; Namyong Park; Zhengmian Hu; Hanjia Lyu; Junda Wu; Ryan Aponte; Yu Xia 007; Xintong Li 001; Jing Shi 005; et al. (CoRR, 2024)

GUI Agents: A Survey. - Dang Nguyen; Jian Chen 043; Yu Wang 160; Gang Wu 013; Namyong Park; Zhengmian Hu; Hanjia Lyu; Junda Wu; Ryan Aponte; Yu Xia 007; Xintong Li 001; Jing Shi 005; et al. (ACL (Findings), 2025)

From Selection to Generation: A Survey of LLM-based Active Learning. - Yu Xia 007; Subhojyoti Mukherjee; Zhouhang Xie; Junda Wu; Xintong Li 001; Ryan Aponte; Hanjia Lyu; Joe Barrow; Hongjie Chen 003; Franck Dernoncourt; Branislav Kveton; Tong Yu 001; et al. (ACL (1), 2025)

OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models. - Junda Wu; Xintong Li 001; Ruoyu Wang 038; Yu Xia 007; Yuxin Xiong; Jianing Wang 002; Tong Yu 001; Xiang Chen; Branislav Kveton; Lina Yao 001; Jingbo Shang; Julian J. McAuley (ICLR, 2025)

Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent. - Junda Wu; Yuxin Xiong; Xintong Li 001; Yu Xia 007; Ruoyu Wang 038; Yu Wang 160; Tong Yu 001; Sungchul Kim; Ryan A. Rossi; Lina Yao 001; Jingbo Shang; Julian J. McAuley (CoRR, 2025)

Active Learning for Direct Preference Optimization. - Branislav Kveton; Xintong Li 001; Julian J. McAuley; Ryan A. Rossi; Jingbo Shang; Junda Wu; Tong Yu 001 (CoRR, 2025)

Toward Multi-Session Personalized Conversation: A Large-Scale Dataset and Hierarchical Tree Framework for Implicit Reasoning. - Xintong Li 001; Jalend Bantupalli; Ria Dharmani; Yuwei Zhang 001; Jingbo Shang (CoRR, 2025)

A Survey on Personalized and Pluralistic Preference Alignment in Large Language Models. - Zhouhang Xie; Junda Wu; Yiran Shen 004; Yu Xia 007; Xintong Li 001; Aaron Chang; Ryan A. Rossi; Sachin Kumar; Bodhisattwa Prasad Majumder; Jingbo Shang; Prithviraj Ammanabrolu; Julian J. McAuley (CoRR, 2025)

CTRLS: Chain-of-Thought Reasoning via Latent State-Transition. - Junda Wu; Yuxin Xiong; Xintong Li 001; Zhengmian Hu; Tong Yu 001; Rui Wang 088; Xiang Chen; Jingbo Shang; Julian J. McAuley (CoRR, 2025)