@article{forgettoimproveondevicellmagentcontinual,
  title = {Forget to Improve: On-Device LLM-Agent Continual Learning via Budget-Curated Memory},
  author = {Beining Wu and Zihao Ding and Jun Huang and Yanxiao Zhao},
  year = {2026},
  eprint = {2606.25115},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.25115},
}