@article{continualknowledgeupdatinginllmsystemsle,
  title = {Continual Knowledge Updating in LLM Systems: Learning Through Multi-Timescale Memory Dynamics},
  author = {Andreas Pattichis and Constantine Dovrolis},
  year = {2026},
  eprint = {2605.05097},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.05097},
}