Don't Guess, Escalate: Towards Explainable Uncertainty-Calibrated AI Forensic Agents

Giulia Boato, Andrea Montibeller, Edward Delp, Luisa Verdoliva, Daniele Miorandi
12/18/2025
cs.MAcs.AIcs.CV

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Abstract

AI is reshaping the landscape of multimedia forensics. We propose AI forensic agents: reliable orchestrators that select and combine forensic detectors, identify provenance and context, and provide uncertainty-aware assessments. We highlight pitfalls in current solutions and introduce a unified framework to improve the authenticity verification process.

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Cite this paper

@article{boato2025dont,
  title  = {Don't Guess, Escalate: Towards Explainable Uncertainty-Calibrated AI Forensic Agents},
  author = {Giulia Boato and Andrea Montibeller and Edward Delp and Luisa Verdoliva and Daniele Miorandi},
  year   = {2025},
  eprint = {2512.16614},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2512.16614v1}
}

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