Long-term Task-oriented Agent: Proactive Long-term Intent Maintenance in Dynamic Environments. - Qinglong Shi; Donghai Wang; Hantao Zhou; Jiguo Li; Jun Xu; Jiuchong Gao; Jinghua Hao; Renqing He (CoRR, 2026)