一作UbiComp 2026Journal· Ubiquitous & Pervasive Computing
After Talking with 1,000 Personas: Learning Preference-Aligned Proactive Assistants From Large-Scale Simulated Persona Interactions
Ziyi Xuan · Yiwen Wu · Zhaoyang Yan · Vinod Namboodiri · Yu Yang