Search Results for author: Vinod Ganapathy

Found 2 papers, 1 papers with code

ACTIVETHIEF: Model Extraction Using Active Learning and Unannotated Public Data

1 code implementation7 Feb 2020 Soham Pal, Yash Gupta, Aditya Shukla, Aditya Kanade, Shirish Shevade, Vinod Ganapathy

We demonstrate that (1) it is possible to use ACTIVETHIEF to extract deep classifiers trained on a variety of datasets from image and text domains, while querying the model with as few as 10-30% of samples from public datasets, (2) the resulting model exhibits a higher transferability success rate of adversarial examples than prior work, and (3) the attack evades detection by the state-of-the-art model extraction detection method, PRADA.

Active Learning BIG-bench Machine Learning +1

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