IEEE

Frequency Domain Transformation and Loss Adjustment for Enhancing Transferability of Adversarial Examples

Abstract: Due to the exponential disparity in the magnitude of high- and low-frequency components in the image frequency domain, existing frequency-domain enhancement methods for adversarial examples ...
IEEE

Controlling Air Conditioners for Frequency Regulation: A Real-World Example

Abstract: Even though thermostatically controlled loads like air conditioners present a great potential for providing ancillary services to the electric power grid, the practical challenges associated ...
IEEE

Enhancing Transferability of Adversarial Examples Through Mixed-Frequency Inputs

Abstract: Recent studies have shown that Deep Neural Networks (DNNs) are easily deceived by adversarial examples, revealing their serious vulnerability. Due to the transferability, adversarial ...
IEEE

Quantitative Frequency-Based Framework for Interpreting Adversarial Examples

Abstract: Deep neural networks are known to be susceptible to imperceptible adversarial perturbations. Many studies aim to interpret adversarial examples in the frequency domain. However, existing ...