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Inspired by dynamic taint tracking, PoisonSpot uses fine-grained training provenance tracker that: (1) tags & traces the impact of every single training sample on model updates, (2) probabilistically scores suspect samples based on their lineage of impact on model weights, and (3) separates the clean from the poisonous before retraining a model.

  • Updated Jan 8, 2026
  • Python

HiddenLayer — independent third-party profile of a public API surface, by API Evangelist. HiddenLayer is an Austin, Texas-based AI security company founded in March 2022 by Chris Sestito (CEO), Tanner Burns (Chief Scientist), and Jim Ballard (CIO) — former Cylance researchers who encountered a real-world attack on production ML models.

  • Updated Sep 1, 2026

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