Integral
Blockchain Empowered Model Fingerprint Verification. Employs blockchain technology for the verification of AI model fingerprints, ensuring authenticity and preventing unauthorized use.
Creation of Model Fingerprints: Unique identifiers or fingerprints of AI models are created by hashing their configuration, training data summary, model weights, and hyperparameters. Additional metadata such as developer identity and version information are also included.
Blockchain Integration: These fingerprints and metadata are recorded on a decentralized blockchain ledger. This setup helps maintain a secure, tamper-proof record of all model transactions including creation, updates, and verifications.
Verification Process: To verify a model, its stored fingerprint on the blockchain is retrieved and compared with its current fingerprint. A match confirms the model's integrity. The blockchain facilitates transparency, allowing any party to audit the model's history and modifications.
Access and Control: Smart contracts are used to govern model usage and ensure that only verified models are deployed. Permissions are set up to control access to sensitive information, enhancing security.
This system leverages blockchain's robust security and transparency to ensure AI model reliability, making it particularly valuable in critical sectors like finance, healthcare, and autonomous systems.
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