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Showing 1 to 2 of 2 for “"Model Watermarking"”.
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Machine Learning Model Watermarking through DRAM PUFs
… rising cost of training, security concerns over model theft have also emerged, where an adversarial party may replicate a pre-trained model without proper authorization and deploy it for their advantage. Watermarking serves as a tool that, in such scenarios, allows the legitimate owner to claim …
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Enhancing Proof-of-Learning Security Against Spoofing Attacks Using Model Watermarking
… the computational effort invested in training ML models, thereby certifying the authenticity and reproducibility of the training process. Yet PoL, when deployed in isolation, remains vulnerable to sophisticated spoofing attacks that manipulate its subset-verification pathways and tolerance …