PoLO achieves 99% watermark detection accuracy for ownership verification at 1.5-10% of traditional verification costs while requiring 1.1-4x more resources to forge.
Golden grain: Building a secure and decentralized model marketplace for mlaas.TDSC, 19(5):3149–3167, 2022
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PoLO: Proof-of-Learning and Proof-of-Ownership at Once with Chained Watermarking
PoLO achieves 99% watermark detection accuracy for ownership verification at 1.5-10% of traditional verification costs while requiring 1.1-4x more resources to forge.