bboylyg

Yige-Li's repositories

NAD

This is an implementation demo of the ICLR 2021 paper [Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks](https://openreview.net/pdf?id=9l0K4OM-oXE) in PyTorch.

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ABL

Anti-Backdoor learning (NeurIPS 2021)

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RNP

Reconstructive Neuron Pruning for Backdoor Defense (ICML 2023)

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Ensemble_CNN_Models_For_Classification

Ensemble_CNN _Models_For_Classification.

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HackingNeuralNetworks

A small course on exploiting and defending neural networks

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adversarial-robustness-toolbox

Python library for adversarial machine learning, attacks and defences for neural networks, logistic regression, decision trees, SVM, gradient boosted trees, Gaussian processes and more with multiple framework support

Language:Jupyter NotebookMIT010

AI-Security-for-IoT-and-Mobile

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backdoors_in_ML_models

Research focused on identifying backdoor triggers in machine learning models and creating a noise filter as a suppression mechanism for the triggers.

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bboylyg

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book-resources

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FewShotKnowledgeTransfer

KD+AT baselines for the paper "Zero-shot Knowledge Transfer via Adversarial Belief Matching"

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FreezeG

Freezing generator for pseudo image translation

Language:PythonMIT010

handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

Language:Jupyter NotebookApache-2.0010