Adaptive Preference Arithmetic

1 paper across 1 session

Poster Session 5

Friday, December 5, 2025 · 11:00 AM → 2:00 PM

Adaptive Preference Arithmetic: A Personalized Agent with Adaptive Preference Arithmetic for Dynamic Preference Modeling

#1909 · Hongyi Nie, Yaqing Wang, Mingyang Zhou, Feiyang Pan, Quanming Yao, Zhen Wang

AdaPA-Agent enhances LLM agent personalization by dynamically modeling user preference strengths via 'Adaptive Preference Arithmetic,' learning from existing interactions without extra user feedback.