Enhancing Security of Proof-of-Learning Against Spoofing Attacks Using Feature-Based Model Watermarking by Ozgur Ural, Kenji Yoshigoe

“…This integration mitigates security risks associated with external key management and reduces computational overhead by eliminating the need for complex verification procedures. Our proposed dual-layered verification architecture embeds unique watermarks during the training phase. …”
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