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Re: https://github.com/Trusted-AI/adversarial-robustness-toolbox/blob/main/art/metrics/metrics.py, could you please add examples of computing different adversarial robustness metrics, e.g., empirical…
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> The discovery of adversarial examples has raised concerns about the practical deployment of deep learning systems. In this paper, we argue that the field of medicine may be uniquely susceptible to a…
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*The following peer review was solicited as part of the Distill review process.*
***The reviewer chose to keep keep anonymity.** Distill offers reviewers a choice between anonymous review and offer…
colah updated
6 years ago
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| Team Name | Affiliation |
|---|---|
| DNNtakeover | CMU;CMU;CMU |
- Paper: [PPD: Permutation Phase Defense Against Adversarial Examples in Deep Learning](https://openreview.net/pdf?id=HkElFj0qYQ)
…
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For a typical example
Human may read it as "4" only because we know it's handwriting. And handwriting is done with a pen, and written by strokes.
If I tell you this is not written by hand, but…
RnMss updated
6 years ago
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Hi Noam,
Thanks for the good work on Adversarial Examples for Models of Code. I was trying to reproduce your work but I can not find the repo address in your paper. I found this:
![image](https://u…
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One nice trick that might be helpful in this article -- especially in the "Preamble" section, due to its two dimensional nature -- is combining some of the text with small diagrams.
Below, I've inc…
colah updated
6 years ago
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After changing the padding of conv2d to zero, error occurred below:
File "fashion_mnist.py", line 59, in
args.alpha_grad, args.scatter_grad, l1_proj=args.l1_proj)
File "/home/songcb/conv…
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From [1], we have:
$$\mathcal{L}=\mathcal{L}_{\mathrm{CE}}+\beta \cdot D_{\mathrm{KL}}[P(\mathbf{T} \mid \mathbf{X}) \| Q(\mathbf{T})]$$
While comparing to conventional adversarial training, fro…
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- Reorg/rename/cleanup examples (just to make it easier to navigate & read)
- API documentation
- Clean up docstrings, write/update usage docs
- Publish to readthedocs?
- Conceptual documentatio…