Proactive Agent Research Environment: Simulating Active Users to Evaluate Proactive Assistants. - Deepak Nathani; Cheng Zhang; Chang Huan; Jiaming Shan; Yinfei Yang; Alkesh Patel; Zhe Gan; William Yang Wang; Michael Saxon; Xin Eric Wang (CoRR, 2026)