Web23 de jun. de 2024 · With the trend of privatization deployment of DNN models, the data leakage of the DNN models is becoming increasingly serious and widespread. All existing model-extraction attacks can only leak parts of targeted DNN models with low accuracy or high overhead. In this paper, we first identify a new attack surface -- unencrypted PCIe … WebDeep neural networks are becoming popular and important assets of many AI companies. However, recent studies indicate that they are also vulnerable to adversarial attacks. …
Shuffling Countermeasure against Power Side-Channel Attack …
Web21 de jul. de 2024 · Open DNN Box by Power Side-Channel Attack 21 Jul 2024 · Yun Xiang , Zhuangzhi Chen , Zuohui Chen , Zebin Fang , Haiyang Hao , Jinyin Chen , Yi Liu , Zhefu Wu , Qi Xuan , Xiaoniu Yang · Edit social preview Deep neural networks are becoming popular and important assets of many AI companies. Webmade the following contributions: (1) we propose the gray-box attack, which utilizes the side-channel attack to predict the model structure based on a pre-trained classifier and (2) we validate our method on real-world experiments. The experimental results show that our gray-box attack can significantly outperform the existing techniques. high limit blackjack at the venetian
dblp: Open DNN Box by Power Side-Channel Attack.
Web18 de mar. de 2024 · The first step towards generic and effective detection of DNN model extraction attacks is proposed, PRADA, which analyzes the distribution of consecutive API queries and raises an alarm when this distribution deviates from benign behavior, and it is shown that PRADA can detect all priormodel extraction attacks with no false positives. … Web4 de mai. de 2024 · A side-channel information based technique to reveal the internal information of black-box models and shows that the experimental results suggest that the security problem of many AI devices should be paid strong attention, and corresponding defensive strategies in the future are proposed. 35 PDF View 1 excerpt, references … Web17 de fev. de 2024 · Open DNN Box by Power Side-Channel Attack 10.1109/TCSII.2024.2973007 Authors: Yun Xiang Xiaoniu Yang Zhuangzhi Chen Zuohui … high limit blackjack online