AI² Framework: Artificial Intelligence Adversary Imitation Framework

Key updates in v1.3: Specified criteria for high-risk AI: established guidance for when to treat systems as high-risk AI, including those capable of becoming high risk, i.e., LLMs with dangerous plugins. Layered AI Decomposition: New guidance on classifying AI systems by Modality, Field, Capability, Model, and Operational Techniques to expose layer-specific risks. AI Solution Layer-Risk Alignment: AI-specific risks mapped to AI layers. Refined Risk Profiling: Enhanced process for identifying, categorizing, and prioritizing over 100 AI-specific risks. Integration with Offensive Security: Expanded tooling and checklists for executing adversarial imitation assessments against high-risk AI systems. Governance & Communication Focus: Added emphasis on stakeholder documentation, cross-functional coordination, and continuous risk monitoring.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-05-02
DOI
https://doi.org/10.5281/zenodo.15236592
Primary Topic
Adversarial Robustness in Machine Learning
Type
article
Field-Weighted Citation Impact
0.00
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article

AI² Framework: Artificial Intelligence Adversary Imitation Framework

Zenodo (CERN European Organization for Nuclear Research)
Adversarial Robustness in Machine Learning
article

AI² Framework: Artificial Intelligence Adversary Imitation Framework

article en

Abstract

Key updates in v1.3: Specified criteria for high-risk AI: established guidance for when to treat systems as high-risk AI, including those capable of becoming high risk, i.e., LLMs with dangerous plugins. Layered AI Decomposition: New guidance on classifying AI systems by Modality, Field, Capability, Model, and Operational Techniques to expose layer-specific risks. AI Solution Layer-Risk Alignment: AI-specific risks mapped to AI layers. Refined Risk Profiling: Enhanced process for identifying, categorizing, and prioritizing over 100 AI-specific risks. Integration with Offensive Security: Expanded tooling and checklists for executing adversarial imitation assessments against high-risk AI systems. Governance & Communication Focus: Added emphasis on stakeholder documentation, cross-functional coordination, and continuous risk monitoring.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 74%
Adversarial Robustness in Machine Learning
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