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Beyond Slow Signs in High-Fidelity Model Extraction: Hanna Foerster and Robert Mullins Ilia Shumailov and Jamie Hayes by kircovayusufhan is a document available to read on EtoBox.
What is Beyond Slow Signs in High-Fidelity Model Extraction: Hanna Foerster and Robert Mullins Ilia Shumailov and Jamie Hayes about?
The paper evaluates and enhances model extraction techniques for deep neural networks, focusing on improving the efficiency of parameter extraction methods developed by Carlini et al. and Canales-Martínez et al. The authors introduce a unified codebase and optimizations that significantly reduce the time required for extracting model parameters, achieving up to 14.8 times faster sign extraction. They also address methodological shortcomings in previous studies and propose new benchmarking methods for future
- Author
- kircovayusufhan
- Language
- EN