Search Results for author: Jacson Rodrigues Correia-Silva

Found 2 papers, 2 papers with code

Copycat CNN: Are Random Non-Labeled Data Enough to Steal Knowledge from Black-box Models?

1 code implementation21 Jan 2021 Jacson Rodrigues Correia-Silva, Rodrigo F. Berriel, Claudine Badue, Alberto F. de Souza, Thiago Oliveira-Santos

In a preliminary work, we presented a simple, yet powerful, method to copy black-box models by querying them with natural random images.

Copycat CNN: Stealing Knowledge by Persuading Confession with Random Non-Labeled Data

1 code implementation14 Jun 2018 Jacson Rodrigues Correia-Silva, Rodrigo F. Berriel, Claudine Badue, Alberto F. de Souza, Thiago Oliveira-Santos

The copy is two-fold: i) the target network is queried with random data and its predictions are used to create a fake dataset with the knowledge of the network; and ii) a copycat network is trained with the fake dataset and should be able to achieve similar performance as the target network.

Cannot find the paper you are looking for? You can Submit a new open access paper.