User-Regulation Deconfounded Conversational Recommender System with Bandit Feedback. - Yu Xia 007; Junda Wu; Tong Yu 001; Sungchul Kim; Ryan A. Rossi; Shuai Li 010 (KDD, 2023)

The Closeness of In-Context Learning and Weight Shifting for Softmax Regression. - Shuai Li 010; Zhao Song 002; Yu Xia 007; Tong Yu 001; Tianyi Zhou 002 (CoRR, 2023)

Aligning as Debiasing: Causality-Aware Alignment via Reinforcement Learning with Interventional Feedback. - Yu Xia 007; Tong Yu 001; Zhankui He; Handong Zhao; Julian J. McAuley; Shuai Li 010 (NAACL-HLT, 2024)

Hallucination Diversity-Aware Active Learning for Text Summarization. - Yu Xia 007; Xu Liu; Tong Yu 001; Sungchul Kim; Ryan A. Rossi; Anup B. Rao; Tung Mai; Shuai Li 010 (NAACL-HLT, 2024)

The Closeness of In-Context Learning and Weight Shifting for Softmax Regression. - Shuai Li 010; Zhao Song 002; Yu Xia 007; Tong Yu 001; Tianyi Zhou 001 (NeurIPS, 2024)

Which LLM to Play? Convergence-Aware Online Model Selection with Time-Increasing Bandits. - Yu Xia 007; Fang Kong 002; Tong Yu 001; Liya Guo; Ryan A. Rossi; Sungchul Kim; Shuai Li 010 (WWW, 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)

Federated Large Language Models: Current Progress and Future Directions. - Yuhang Yao; Jianyi Zhang; Junda Wu; Chengkai Huang; Yu Xia 007; Tong Yu 001; Ruiyi Zhang 002; Sungchul Kim; Ryan A. Rossi; Ang Li 005; Lina Yao 001; Julian J. McAuley; et al. (CoRR, 2024)

A Survey of Small Language Models. - Chien Van Nguyen; Xuan Shen; Ryan Aponte; Yu Xia 007; Samyadeep Basu; Zhengmian Hu; Jian Chen 043; Mihir Parmar; Sasidhar Kunapuli; Joe Barrow; Junda Wu; Ashish Singh; et al. (CoRR, 2024)

Personalized Multimodal Large Language Models: A Survey. - Junda Wu; Hanjia Lyu; Yu Xia 007; Zhehao Zhang 001; Joe Barrow; Ishita Kumar; Mehrnoosh Mirtaheri; Hongjie Chen 003; Ryan A. Rossi; Franck Dernoncourt; Tong Yu 001; Ruiyi Zhang 002; 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)

Toward joint utilization of absolute and relative bandit feedback for conversational recommendation. - Yu Xia 007; Zhihui Xie 002; Tong Yu 001; Canzhe Zhao; Shuai Li 010 (User Model. User Adapt. Interact., 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)

Embedding-Informed Adaptive Retrieval-Augmented Generation of Large Language Models. - Chengkai Huang; Yu Xia 007; Rui Wang 088; Kaige Xie; Tong Yu 001; Julian J. McAuley; Lina Yao 001 (COLING, 2025)

Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs. - Yu Xia 007; Rui Wang 088; Xu Liu; Mingyan Li; Tong Yu 001; Xiang Chen; Julian J. McAuley; Shuai Li 010 (COLING, 2025)

OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models. - Junda Wu; Xintong Li 001; Ruoyu Wang; 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)

Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval. - Yu Xia 007; Junda Wu; Sungchul Kim; Tong Yu 001; Ryan A. Rossi; Haoliang Wang; Julian J. McAuley (NAACL (Long Papers), 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; Yu Wang 160; Tong Yu 001; Sungchul Kim; Ryan A. Rossi; Lina Yao 001; Jingbo Shang; Julian J. McAuley (CoRR, 2025)

Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models. - Chengkai Huang; Junda Wu; Yu Xia 007; Zixu Yu; Ruhan Wang; Tong Yu 001; Ruiyi Zhang 002; Ryan A. Rossi; Branislav Kveton; Dongruo Zhou; Julian J. McAuley; Lina Yao 001 (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)

From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System. - Rohan Surana; Junda Wu; Zhouhang Xie; Yu Xia 007; Harald Steck; Dawen Liang; Nathan Kallus; Julian J. McAuley (CoRR, 2025)

In-context Ranking Preference Optimization. - Junda Wu; Rohan Surana; Zhouhang Xie; Yiran Shen 004; Yu Xia 007; Tong Yu 001; Ryan A. Rossi; Prithviraj Ammanabrolu; Julian J. McAuley (CoRR, 2025)

CachePrune: Neural-Based Attribution Defense Against Indirect Prompt Injection Attacks. - Rui Wang 088; Junda Wu; Yu Xia 007; Tong Yu 001; Ruiyi Zhang 002; Ryan A. Rossi; Lina Yao 001; Julian J. McAuley (CoRR, 2025)

SAND: Boosting LLM Agents with Self-Taught Action Deliberation. - Yu Xia 007; Yiran Shen 004; Junda Wu; Tong Yu 001; Sungchul Kim; Ryan A. Rossi; Lina Yao 001; Julian J. McAuley (CoRR, 2025)

DICE: Dynamic In-Context Example Selection in LLM Agents via Efficient Knowledge Transfer. - Ruoyu Wang; Junda Wu; Yu Xia 007; Tong Yu 001; Ryan A. Rossi; Julian J. McAuley; Lina Yao 001 (CoRR, 2025)