Evaluating the Utility of Model Explanations for Model Development. - Shawn Im; Jacob Andreas; Yilun Zhou (CoRR, 2023)

Understanding the Learning Dynamics of Alignment with Human Feedback. - Shawn Im; Yixuan Li 001 (ICML, 2024)

On the Generalization of Preference Learning with DPO. - Shawn Im; Yixuan Li 001 (CoRR, 2024)

Understanding Multimodal LLMs Under Distribution Shifts: An Information-Theoretic Approach. - Changdae Oh; Zhen Fang 001; Shawn Im; Xuefeng Du; Yixuan Li 001 (CoRR, 2025)

A Unified Understanding and Evaluation of Steering Methods. - Shawn Im; Yixuan Li 001 (CoRR, 2025)

Visual Instruction Bottleneck Tuning. - Changdae Oh; Jiatong Li; Shawn Im; Yixuan Li (CoRR, 2025)

Towards Interpretability Without Sacrifice: Faithful Dense Layer Decomposition with Mixture of Decoders. - James Oldfield 001; Shawn Im; Yixuan Li; Mihalis A. Nicolaou; Ioannis Patras; Grigorios G. Chrysos (CoRR, 2025)