@article{predictioncertificationcannotreplaceexpl,
  title = {Prediction certification cannot replace explanation certification: a competence envelope for trustworthy AI under compound stress},
  author = {Nataliya Shakhovska and Ivan Izonin and Stergios-Aristoteles Mitoulis},
  year = {2026},
  eprint = {2608.20825},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.20825},
}