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mdzhang's Projects

anp_backdoor icon anp_backdoor

Codes for NeurIPS 2021 paper "Adversarial Neuron Pruning Purifies Backdoored Deep Models"

cifar10_challenge icon cifar10_challenge

A challenge to explore adversarial robustness of neural networks on CIFAR10.

deepipr icon deepipr

This is the code repo of our NeurIPS2019 work that proposes novel passport-based DNN ownership verification schemes, i.e. we embed passport layer into various deep learning architectures (e.g. AlexNet, ResNet) for Intellectual Property Right (IPR) protection.

issba icon issba

Invisible Backdoor Attack with Sample-Specific Triggers

model-sanitization icon model-sanitization

Codes for reproducing the results of the paper "Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness" published at ICLR 2020

narcissus-backdoor-attack icon narcissus-backdoor-attack

The official implementation of Narcissus clean-label backdoor attack -- only takes THREE images to poison a face recognition dataset in a clean-label way and achieves a 99.89% attack success rate.

nkthesis icon nkthesis

南开大学硕士毕业论文/博士论文模板 (Latex Template for Nankai University)

spectre-defense icon spectre-defense

Defending Against Backdoor Attacks Using Robust Covariance Estimation

stablenet icon stablenet

Official repository for CVPR21 paper "Deep Stable Learning for Out-Of-Distribution Generalization".

universal-litmus-patterns icon universal-litmus-patterns

Official Repository for the CVPR 2020 paper "Universal Litmus Patterns: Revealing Backdoor Attacks in CNNs"

vib-pytorch icon vib-pytorch

Pytorch implementation of Deep Variational Information Bottleneck

vibi icon vibi

In-depth experiments for VIBI (Variational Information Bottleneck for Interpretability) for MNIST and CIFAR10 written in Python and PyTorch.

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