From Static Personal Values to Contextualized Personalization: Bayesian Personalized Value Alignment for LLMs
BaCVA is proposed, an inference-time Bayesian Context-aware personalized Value Alignment method that approximates posterior personalized preferences by integrating static personal values with scenario-specific value salience and first estimates contextual value salience from generally normative responses.