Aug 23, 2020 · We propose Ptolemy, an algorithm-architecture co-designed system that detects adversarial attacks at inference time with low overhead and high ...

Abstract—Deep learning is vulnerable to adversarial attacks, where carefully-crafted input perturbations could mislead a well-trained Deep Neural Network ...

We propose Ptolemy, an algorithm-architecture co-designed system that detects adversarial attacks at inference time with low overhead and high accuracy.

We propose Ptolemy, an algorithm-architecture co-designed system that detects adversarial attacks at inference time with low overhead and high accuracy.We ...

Duration: 14:46
Posted: Feb 10, 2021

This repo contains the artifact of Ptolemy: Architectural Support for Robust Deep Learning, which is mechanism to detect adversarial samples at inference ...

Oct 28, 2020 · Architecture Support for Robust Deep Learning: Exploiting Software 1.0 Techniques to Defend Software 2.0 ... https://github.com/ptolemy-dl/ptolemy ...

Ptolemy: Architecture support for robust deep learning. Y Gan, Y Qiu, J Leng, M Guo, Y Zhu. 2020 53rd Annual IEEE/ACM International Symposium on ...

Accelerating Sparse DNN Models without Hardware-Support via Tile-Wise Sparsity. [MICRO'20]. Ptolemy: Architecture Support for Robust Deep Learning. [PACT'20].

Duration: 14:46
Posted: Oct 24, 2020