2 papers
cs.CV2023
Boosting Cross-task Transferability of Adversarial Patches with Visual Relations
Tony Ma, Songze Li, Yisong Xiao +1
The transferability of adversarial examples is a crucial aspect of evaluating the robustness of deep learning systems, particularly in black-box scenarios. Although several methods…
cs.LG2023
Benchmarking the Robustness of Quantized Models
Yisong Xiao, Tianyuan Zhang, Shunchang Liu +1
Quantization has emerged as an essential technique for deploying deep neural networks (DNNs) on devices with limited resources. However, quantized models exhibit vulnerabilities wh…