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.
Moderating model marketplaces: platform gov- ernance puzzles for ai intermediaries.Law, Innovation and Technology, 16(2):341– 391
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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.