Digital provenance refers to the verifiable history and origin of a digital asset or piece of information. On a blockchain, this record is immutable and transparent, documenting every transfer, modification, or ownership change. It establishes authenticity and provides a clear audit trail for digital goods. This mechanism is crucial for demonstrating legitimacy and combating counterfeiting in digital economies.
Context
The increasing creation of digital content and assets, particularly NFTs, has brought digital provenance to the forefront of industry discussions. A key debate involves the extent to which off-chain data can reliably link to on-chain provenance records. Future progress will focus on standardizing metadata, improving interoperability across platforms, and integrating legal frameworks to fully support digital ownership claims.
This research introduces Pseudorandom Error-Correcting Codes (PRCs), a novel cryptographic primitive providing provable guarantees for watermarking generative AI models.
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