mdzhang's repositories

abbreviate_journal_names_in_bib

replace full journal names in a bibtex database file into official abbreviated names, or reverse.

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advertorch

A Toolbox for Adversarial Robustness Research

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ANP_backdoor

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

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cifar10_challenge

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

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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.

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Defending-Neural-Backdoors-via-Generative-Distribution-Modeling

The code is for our NeurIPS 2019 paper: https://arxiv.org/abs/1910.04749

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google-research

Google Research

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ISSBA

Invisible Backdoor Attack with Sample-Specific Triggers

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MINE-Mutual-Information-Neural-Estimation-

A pytorch implementation of MINE(Mutual Information Neural Estimation)

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mine-pytorch

Mutual Information Neural Estimation in Pytorch

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model-sanitization

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

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Mutual-Information-Variational-Bounds

A Tensorflow implementation Mutual Information estimation methods

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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.

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NKThesis

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

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spectral-stein-grad

Code for "A Spectral Approach to Gradient Estimation for Implicit Distributions"

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spectre-defense

Defending Against Backdoor Attacks Using Robust Covariance Estimation

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StableNet

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

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Universal-Litmus-Patterns

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

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VIB-pytorch

Pytorch implementation of Deep Variational Information Bottleneck

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VIBI

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

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Warping-based_Backdoor_Attack-release

WaNet - Imperceptible Warping-based Backdoor Attack (ICLR 2021)

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