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targeted-transfer's Introduction

Hi there πŸ‘‹

I am Zhengyu Zhao, an Associate Professor at Xi’an Jiaotong University (XJTU), China. My general research interest is Machine Learning Security; Most of my work has concentrated on analyzing the vulnerability of deep neural networks to various attacks, e.g., (test-time) adversarial examples and (training-time) data poisons.

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targeted-transfer's Issues

How to access your paper?

Hi, the link in your readme is not available, and I cannot search your paper too, so how to get your paper

The list of images may not match with list of labels.

Hello, the code in your jupyter has two image_id_list , image_id_list = list(filter(lambda x: '.png' in x, os.listdir(input_path))) and image_id_list,label_ori_list,label_tar_list=load_ground_truth(os.path.join('../', 'images.csv')) may be in different order.

And the final image_id_list may not match the label order.

image

About the implementation of MI

Why the momentum in CE is implemented by "grad_a = grad_c / torch.mean(torch.abs(grad_c), (1, 2, 3), keepdim=True) + 1 * grad_pre #MI", but in Po+Trip and Logit is implemented by "grad_a = grad_c + 1 * grad_pre #MI"?

[Help] Dataset Download Problem

Hello, thanks for your work!

I have trouble downloading the dataset because some image URLs are invalid. I can only download 911 images rather than 1000.

So could you help share the original images? Thanks!

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