Overall Risk Scenarios
77 / 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 |
Active filters:RS3 Privacy & Security Risk ✕
77 risk scenarios
Training on Personal Data Without Consent
Privacy & Security Risk › Unauthorized Data Use
IA-04 Privacy·PII Collection Impact
Copyright Disputes Over Web-Scraped Content
Privacy & Security Risk › Unauthorized Data Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Secondary Use Beyond Collection Purpose
Privacy & Security Risk › Unauthorized Data Use
IA-04 Privacy·PII Collection Impact
Implicit Collection and Opaque Consent
Privacy & Security Risk › Unauthorized Data Use
IA-04 Privacy·PII Collection Impact
Label Tampering Attack
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Backdoor Trigger Sample Implantation
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Crowdsourced Annotation Poisoning
Privacy & Security Risk › Data Poisoning
IA-01 Accountability·Training Data Impact
Poisoning of the Retrieval Knowledge Base
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Safety Alignment Broken During Fine-Tuning
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Gradient Poisoning in Distributed Training
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Manipulation of Human Preference Data
Privacy & Security Risk › Data Poisoning
IA-01 Accountability·Training Data Impact
Upstream Contamination of Automated Data Pipelines
Privacy & Security Risk › Data Poisoning
IA-06 (Safety and Security )·System Security Vulnerabilities
Malicious Packages Entering the Development Environment
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Backdoored Models on Public Platforms
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Vulnerabilities in the Training Framework Itself
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Blind Spots from Missing Component Inventory
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
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
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