Overall Risk Scenarios
208 / 208 matchedRisk × Impact Cross-ReferenceRows = impact dimensions (IA-01–08) | Columns = risk categories (RS1–RS7) | Click a cell to apply both filters
| 1Accountability and Transparency Risk | 2Data & Model Risk | 3Privacy & Security Risk | 4Fairness and Discrimination Risk | 5Reliability and Security Risk | 6AI Interaction and Application Risk | 7Sustainability and Well-being Risk | |
|---|---|---|---|---|---|---|---|
| IA-0133Accountability | 14 | 1 | 4 | 1 | 9 | 3 | 1 |
| IA-0212Transparency | 8 | · | · | · | · | 3 | 1 |
| IA-0319Fairness & Non-discrimination | · | 1 | 1 | 14 | · | 3 | · |
| IA-0415Privacy | · | · | 15 | · | · | · | · |
| IA-0534Reliability | 1 | 10 | 3 | 1 | 1 | 18 | · |
| IA-0678(Safety and Security ) | 1 | · | 54 | 1 | · | 21 | 1 |
| IA-073Explainability | 2 | · | · | · | · | · | 1 |
| IA-0814Environmental Impact | · | · | · | · | · | · | 14 |
208 risk scenarios
Exploitation of Deep Learning Framework Vulnerabilities
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Supply Chain Vulnerabilities in Preprocessing Tools
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Insecure Serialization Format
Privacy & Security Risk › Model Provenance Tampering
IA-06 (Safety and Security )·System Security Vulnerabilities
Tampered Training Records Concealing Problems
Privacy & Security Risk › Model Provenance Tampering
IA-01 Accountability·Training Data Impact
Replacement of Fine-Tuning Layer Files
Privacy & Security Risk › Model Provenance Tampering
IA-06 (Safety and Security )·Safety Impact of System Changes
Opaque Model Provenance Chain
Privacy & Security Risk › Model Provenance Tampering
IA-01 Accountability·Training Data Impact
Systemic Risk from Model Homogeneity
AI Interaction and Application Risk › Multi-Agent Interaction Risks
IA-06 (Safety and Security )·Safety Impact of System Changes
Absence of Model Validation
Accountability and Transparency Risk › Compliance Obligation
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Deep Model Decisions Resistant to Explanation
Accountability and Transparency Risk › Lack of Transparency & Explainability
IA-07 Explainability·Adequacy of Information for Decision-Making
Misleading Output from Explanation Tools
Accountability and Transparency Risk › Lack of Transparency & Explainability
IA-02 Transparency·Insufficient Information on System Capabilities
Opaque Decisions Obstructing Accountability
Accountability and Transparency Risk › Lack of Transparency & Explainability
IA-07 Explainability·Trust and the Ability to Challenge
Knowledge Gaps Leading to Blind Decisions
Accountability and Transparency Risk › Lack of Transparency & Explainability
IA-02 Transparency·Insufficient Information on System Capabilities
Generation of Non-Existent Factual Content
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Breakdown in Multi-Step Reasoning
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Failures and Remediation Planning
Security Defects in Generated Code
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Confidence Miscalibration
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Degenerate Output from Improper Decoding Settings
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Failures and Remediation Planning
Sycophantic Response Bias
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Failure of Ethical Judgment
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Monitoring, Feedback, and Evaluation
Distortion of Mid-Document Content
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Failures and Remediation Planning
Errors Extended to Maintain Consistency
Data & Model Risk › Model Hallucination & Unreliable Output
IA-05 Reliability·Failures and Remediation Planning
Adversarial Perturbation of Images
Privacy & Security Risk › Adversarial Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Adversarial Audio and Hidden Commands
Privacy & Security Risk › Adversarial Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Adversarial Text Evading Detection
Privacy & Security Risk › Adversarial Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities