@article{whenandhowtotrusttheexpertdiagnosingquer,
  title = {When (and How) to Trust the Expert: Diagnosing Query-Time Expert-Guided Reinforcement Learning},
  author = {Yann Berthelot and Philippe Preux and Riad Akrour},
  year = {2026},
  eprint = {2605.09109},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.09109},
}