@article{auditingselfevolutioninfinancialagentsca,
  title = {Auditing Self-Evolution in Financial Agents: Capability Gains, Security Drift, and Execution-Interface Mismatch},
  author = {Jialong Li and Jialing Zhu},
  year = {2026},
  eprint = {2608.17684},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.17684},
}