Search: "verifiable dataset origins"
2 results found
ZK Proofs for Verifiable AI Training Data Provenance Without Data Exposure
In the rush to build ever-larger AI models, a quiet crisis brews over training data origins. Developers pull from vast, murky datasets, raising questions about licensing compliance and intellectual property theft. Regulators demand proof,...
Verifiable Credentials via ZK Proofs for Open-Source Dataset Usage in AI
In the rapidly evolving landscape of artificial intelligence, open-source datasets fuel innovation but introduce profound risks around provenance and compliance. Without verifiable proof of data origins, models risk inheriting biases,...