Adversarial Input Detection - AI Mitigation
AI MitigationDetect and block adversarial inputs or atypical queries that deviate from known benign behavior, exhibit behavior patterns observed in previous attacks or that come from potentially malicious IPs. Incorporate adversarial detection algorithms into the AI system prior to the AI model.
Overview
A source-backed snapshot of this defense.
Safeguard details
Where this defense applies and how the source classifies it.
- ATLAS ID
- AML.M0015
- Priority score
- 45
Covered techniques
Attacks this defense is designed to help with.
AML.T0043.001 - Black-Box Optimization
Monitor queries and query patterns to the target model, block access if suspicious queries are detected.
AML.T0043.002 - Black-Box Transfer
Incorporate adversarial input detection to block malicious inputs at inference time.
AML.T0043 - Craft Adversarial Data
Incorporate adversarial input detection to block malicious inputs at inference time.
AML.T0029 - Denial of AI Service
Assess queries before inference call or enforce timeout policy for queries which consume excessive resources.
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Source evidence
Original public records and references for this page.
Original source
Original source links
Open the public records and source datasets used for this page.