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.
☆128Jan 18, 2022Updated 4 years ago
Alternatives and similar repositories for NAD
Users that are interested in NAD are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Codes for reproducing the results of the paper "Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness" published at IC…☆27Apr 29, 2020Updated 5 years ago
- Codes for NeurIPS 2021 paper "Adversarial Neuron Pruning Purifies Backdoored Deep Models"☆62May 8, 2023Updated 2 years ago
- Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks (RAID 2018)☆47Nov 3, 2018Updated 7 years ago
- ☆50Aug 30, 2024Updated last year
- Code for "Label-Consistent Backdoor Attacks"☆57Nov 22, 2020Updated 5 years ago
- A list of backdoor learning resources☆1,162Jul 31, 2024Updated last year
- Input-aware Dynamic Backdoor Attack (NeurIPS 2020)☆38Jul 22, 2024Updated last year
- TrojanZoo provides a universal pytorch platform to conduct security researches (especially backdoor attacks/defenses) of image classifica…☆302Aug 25, 2025Updated 6 months ago
- A minimal PyTorch implementation of Label-Consistent Backdoor Attacks☆29Feb 8, 2021Updated 5 years ago
- [CVPR 2022] "Quarantine: Sparsity Can Uncover the Trojan Attack Trigger for Free" by Tianlong Chen*, Zhenyu Zhang*, Yihua Zhang*, Shiyu C…☆27Oct 5, 2022Updated 3 years ago
- WaNet - Imperceptible Warping-based Backdoor Attack (ICLR 2021)☆136Nov 11, 2024Updated last year
- Code implementation of the paper "Neural Cleanse: Identifying and Mitigating Backdoor Attacks in Neural Networks", at IEEE Security and P…☆313Feb 28, 2020Updated 6 years ago
- Anti-Backdoor learning (NeurIPS 2021)☆84Jul 20, 2023Updated 2 years ago
- The open-sourced Python toolbox for backdoor attacks and defenses.☆649Sep 27, 2025Updated 5 months ago
- Imbalanced Gradients: A New Cause of Overestimated Adversarial Robustness. (MD attacks)☆11Aug 29, 2020Updated 5 years ago
- [ICLR2023] Distilling Cognitive Backdoor Patterns within an Image☆36Oct 29, 2025Updated 4 months ago
- ☆591Jul 4, 2025Updated 8 months ago
- This is the implementation for CVPR 2022 Oral paper "Better Trigger Inversion Optimization in Backdoor Scanning."☆24Apr 5, 2022Updated 3 years ago
- Official Repository for the AAAI-20 paper "Hidden Trigger Backdoor Attacks"☆132Oct 24, 2023Updated 2 years ago
- Backdoor Cleansing with Unlabeled Data (CVPR 2023)☆12Apr 6, 2023Updated 2 years ago
- Source code for ECCV 2022 Poster: Data-free Backdoor Removal based on Channel Lipschitzness☆35Jan 9, 2023Updated 3 years ago
- Trojan Attack on Neural Network☆190Mar 25, 2022Updated 3 years ago
- ABS: Scanning Neural Networks for Back-doors by Artificial Brain Stimulation☆51Jun 1, 2022Updated 3 years ago
- The code is for our NeurIPS 2019 paper: https://arxiv.org/abs/1910.04749☆34Mar 28, 2020Updated 5 years ago
- Official Implementation of ICLR 2022 paper, ``Adversarial Unlearning of Backdoors via Implicit Hypergradient''☆53Nov 16, 2022Updated 3 years ago
- A repository to quickly generate synthetic data and associated trojaned deep learning models☆84Jun 12, 2023Updated 2 years ago
- Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.☆379Feb 5, 2023Updated 3 years ago
- [NeurIPS 2022] "Randomized Channel Shuffling: Minimal-Overhead Backdoor Attack Detection without Clean Datasets" by Ruisi Cai*, Zhenyu Zh…☆21Oct 1, 2022Updated 3 years ago
- Code Repository for the Paper ---Revisiting the Assumption of Latent Separability for Backdoor Defenses (ICLR 2023)☆47Feb 28, 2023Updated 3 years ago
- This is the official implementation of our paper 'Untargeted Backdoor Watermark: Towards Harmless and Stealthy Dataset Copyright Protecti…☆58Mar 20, 2024Updated 2 years ago
- ICCV 2021, We find most existing triggers of backdoor attacks in deep learning contain severe artifacts in the frequency domain. This Rep…☆48Apr 27, 2022Updated 3 years ago
- ☆11Jan 25, 2022Updated 4 years ago
- Official Repository for the CVPR 2020 paper "Universal Litmus Patterns: Revealing Backdoor Attacks in CNNs"☆45Oct 24, 2023Updated 2 years ago
- Codes for the ICLR 2022 paper: Trigger Hunting with a Topological Prior for Trojan Detection☆11Sep 19, 2023Updated 2 years ago
- ☆19Mar 26, 2022Updated 3 years ago
- ☆27Nov 9, 2022Updated 3 years ago
- [ICLR2021] Unlearnable Examples: Making Personal Data Unexploitable☆171Jul 5, 2024Updated last year
- Reconstructive Neuron Pruning for Backdoor Defense (ICML 2023)☆39Dec 24, 2023Updated 2 years ago
- Code for "Neuron Shapley: Discovering the Responsible Neurons"☆27May 1, 2024Updated last year