@article{nousapredictiveworldmodelforlongtermagen,
  title = {When Does Belief-Based Agent Memory Help? Reliability-Conditional Updating and Provenance-Capped Poisoning Defense},
  author = {Pranav Singh},
  year = {2026},
  eprint = {2606.22030},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.22030},
}