BackPrivacy and Data Leakage
Privacy and Data Leakage
Risk Domain
AI systems that memorize and leak sensitive personal data or infer private information about individuals without their consent. Unexpected or unauthorized sharing of data and information can compromise user expectation of privacy, assist identity theft, or cause loss of confidential intellectual property.
Large pre-trained models trained on internet texts might contain private information like phone numbers, email addresses, and residential addresses.(p. 4)
Entity— Who or what caused the harm
Intent— Whether the harm was intentional or accidental
Timing— Whether the risk is pre- or post-deployment
Other risks from Deng et al. (2023) (6)
Toxicity and Abusive Content
1.2 Exposure to toxic contentOtherOtherPost-deployment
Unfairness and Discrimination
1.1 Unfair discrimination and misrepresentationOtherOtherPost-deployment
Ethics and Morality Issues
7.3 Lack of capability or robustnessAI systemOtherPost-deployment
Controversial Opinions
1.2 Exposure to toxic contentAI systemOtherPost-deployment
Misleading Information
3.1 False or misleading informationAI systemUnintentionalPost-deployment
Malicious Use and Unleashing AI Agents
4.0 Malicious Actors & MisuseOtherIntentionalPost-deployment