@article{longtermtaskorientedagentproactivelongte,
  title = {Long-term Task-oriented Agent: Proactive Long-term Intent Maintenance in Dynamic Environments},
  author = {Qinglong Shi and Donghai Wang and Hantao Zhou and Jiguo Li and Jun Xu and Jiuchong Gao and Jinghua Hao and Renqing He},
  year = {2026},
  eprint = {2601.09382},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.09382},
}