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aisec

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AiShieldsOrg / AiShieldsWeb

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AiShields is an open-source Artificial Intelligence Data Input and Output Sanitizer

ai application-security appsec sensitive-data-security data-security ai-security aisec applicationsecurity llm prompt-engineering aisecurity llm-security llmsecurity llmsec prompt-injection-remediation model-denial-of-service-remediation insecure-output-handling-remediation overreliance-remediation prompt-engineering-security artificial-intelligence-security
  • Updated Jun 5, 2024
  • Python

um-dsp / PoisonSpot

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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 linage of impact on model weights, and (3) separates the clean from the poisonous before retraining a model.

adversarial-machine-learning machine-learning-security backdoor-attacks poisoning-attack aisec deep-learning-security backdoor-defense provenance-tracking backdoor-detection poisoning-defenses training-provenance-tracking
  • Updated Oct 27, 2025
  • Python

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