PurduePAML / TrojanNN
Trojan Attack on Neural Network
☆180Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for TrojanNN
- Code implementation of the paper "Neural Cleanse: Identifying and Mitigating Backdoor Attacks in Neural Networks", at IEEE Security and P…☆267Updated 4 years ago
- DEEPSEC: A Uniform Platform for Security Analysis of Deep Learning Model☆209Updated 5 years ago
- ☆91Updated 4 years ago
- This is for releasing the source code of the ACSAC paper "STRIP: A Defence Against Trojan Attacks on Deep Neural Networks"☆49Updated last week
- Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks (RAID 2018)☆46Updated 6 years ago
- Benchmarking and Visualization Tool for Adversarial Machine Learning☆186Updated last year
- TrojanZoo provides a universal pytorch platform to conduct security researches (especially backdoor attacks/defenses) of image classifica…☆276Updated 3 months ago
- ABS: Scanning Neural Networks for Back-doors by Artificial Brain Stimulation☆47Updated 2 years ago
- Input-aware Dynamic Backdoor Attack (NeurIPS 2020)☆28Updated 4 months ago
- Code for ML Doctor☆86Updated 3 months ago
- Simple PyTorch implementations of Badnets on MNIST and CIFAR10.☆157Updated 2 years ago
- ☆140Updated last month
- ☆62Updated 4 years ago
- ☆76Updated 3 years ago
- Official Repository for the AAAI-20 paper "Hidden Trigger Backdoor Attacks"☆117Updated last year
- Realization of paper: "Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN" 2017☆116Updated 6 years ago
- ☆83Updated last year
- Implementation of the Model Inversion Attack introduced with Model Inversion Attacks that Exploit Confidence Information and Basic Counte…☆81Updated last year
- Implementation of membership inference and model inversion attacks, extracting training data information from an ML model. Benchmarking …☆99Updated 5 years ago
- Attacking a dog vs fish classification that uses transfer learning inceptionV3☆68Updated 6 years ago
- Code for the paper Explanation-Guided Backdoor Poisoning Attacks Against Malware Classifiers☆56Updated 2 years ago
- Systematic Evaluation of Membership Inference Privacy Risks of Machine Learning Models☆123Updated 7 months ago
- This is an implementation demo of the ICLR 2021 paper [Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks…☆118Updated 2 years ago
- [AAAI'21] Deep Feature Space Trojan Attack of Neural Networks by Controlled Detoxification☆28Updated 5 months ago
- Code for the paper "ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models"☆80Updated 3 years ago
- A unified benchmark problem for data poisoning attacks☆151Updated last year
- ☆45Updated 5 years ago
- ☆23Updated 2 years ago
- A repository to quickly generate synthetic data and associated trojaned deep learning models☆74Updated last year
- Code release for DeepJudge (S&P'22)☆51Updated last year