2026
Causal Direct Preference Optimization for Distributionally Robust Generative Recommendation
ICML 2026poster
Direct Preference Optimization (DPO) guides large language models (LLMs) to generate recommendations aligned with user historical behavior distributions by minimizing preference alignment loss. However, our systematic empirical research and theoretical analysis reveal that DPO tends to amplify spuri…