Federated Disclosure for Perspective-Aware AI: Minimum-Necessary Data Sharing
A new arXiv paper (2607.22953) proposes a federated disclosure system for perspective-aware AI, addressing societal risks like mass surveillance and loss of user autonomy. The system transforms user data into a Chronicle, a temporal knowledge graph representing the user's identity. Chronicles enable secure, queryable views for third-party agents without centralizing data, focusing on minimum-necessary disclosure across domain boundaries. The approach aims to balance user sovereignty with compliance in regulated domains requiring provenance and interpretability.
Key facts
- arXiv paper number: 2607.22953
- Proposes federated disclosure for perspective-aware AI
- Addresses risks: mass surveillance, power concentration, loss of autonomy
- Introduces Chronicle: temporal knowledge graph for user identity
- Chronicle supports secure, queryable views without data centralization
- Focus on minimum-necessary disclosure across domain boundaries
- Aims for user sovereignty and regulatory compliance
- Requires provenance, interpretability, and policy adherence
Entities
Institutions
- arXiv