Bridging Exploration and Persona: Information-Directed Dueling for Test-Time Agent Personalization.

arXiv:2610.24385v2 Announce Type: replace Abstract: Effective test-time personalization requires LLM agents to adapt to query-dependent user preferences from lightweight interaction. We study persona selection with binary comparisons between candidate response