Binqing Guo

A Few Seconds Can Change Everything: Fast Decision-based Attacks against DNNs

Previous researches have demonstrated deep learning models' vulnerabilities to decision-based adversarial attacks, which craft adversarial examples based solely on information from output decisions (top-1 labels). However, existing decision-based attacks have two major limitations, i.e., expensive q…