Restrict Number of AI Model Queries - AI Mitigation
AI MitigationLimit the total number and rate of queries a user can perform.
Overview
A source-backed snapshot of this defense.
Safeguard details
Where this defense applies and how the source classifies it.
- ATLAS ID
- AML.M0004
- Priority score
- 80
Covered techniques
Attacks this defense is designed to help with.
AML.T0043.001 - Black-Box Optimization
Restricting the number of queries to the model limits or slows an adversary's ability to perform black-box optimization attacks.
AML.T0034 - Cost Harvesting
Limit the number of queries users can perform in a given interval to hinder an attacker's ability to send computationally expensive inputs
AML.T0043 - Craft Adversarial Data
Restricting the number of model queries can reduce an adversary's ability to refine and evaluate adversarial queries.
AML.T0005 - Create Proxy AI Model
Restricting the number of queries to the model decreases an adversary's ability to replicate an accurate proxy model.
Showing 4 of 10
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.