A curated list of papers & resources on backdoor attacks and defenses in deep learning.
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Mar 15, 2024 - Python
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backdoor-defense
Here are 23 public repositories matching this topic...
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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Jan 18, 2022 - Python
BackdoorSim: An Educational into Remote Administration Tools
backdoor ransomware server-client backdoorpython backdoors python-backdoor python-socket-server backdoors-created backdoor-attacks backdoor-attack backdoor-defense remote-administrative-tool backdoorsim
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Feb 7, 2024 - Python
Codes for NeurIPS 2021 paper "Adversarial Neuron Pruning Purifies Backdoored Deep Models"
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May 8, 2023 - Python
Fast integration of backdoor attacks in machine learning and federated learning.
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Dec 6, 2023 - Python
[ICLR 2023, Best Paper Award at ECCV’22 AROW Workshop] FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning
python security privacy computer-vision backdoor distributed-computing pytorch defense byzantine federated-learning backdoor-attacks backdoor-defense
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Dec 11, 2024 - Python
This repository provide the studies on the security of language models for code (CodeLMs).
security language-model adversarial-attacks ai-security code-intelligence backdoor-attacks adversarial-defense backdoor-defense ai4se lm4se lm4code
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Dec 13, 2024 - Python
[ICLR2023] Distilling Cognitive Backdoor Patterns within an Image
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Oct 20, 2024 - Python
This is an implementation demo of the IJCAI 2022 paper [Eliminating Backdoor Triggers for Deep Neural Networks Using Attention Relation Graph Distillation](https://arxiv.org/abs/2204.09975) in PyTorch.
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Nov 9, 2024 - Python
[IEEE S&P 2024] Exploring the Orthogonality and Linearity of Backdoor Attacks
backdoor ntk continual-learning pytorch-implementation backdoor-attacks backdoor-defense backdoor-theory sp-2024
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Dec 30, 2024 - Python
This repository is the official implementation of the paper "ASSET: Robust Backdoor Data Detection Across a Multiplicity of Deep Learning Paradigms." ASSET achieves state-of-the-art reliability in detecting poisoned samples in end-to-end supervised learning/ self-supervised learning/ transfer learning.
ai backdoor transfer-learning self-supervised-learning backdoor-attacks backdoor-defense aisecurity backdoor-detection
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Jun 7, 2023 - Python
[Findings of EMNLP 2022] Expose Backdoors on the Way: A Feature-Based Efficient Defense against Textual Backdoor Attacks
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Feb 26, 2023 - Python
Implementation of "Beating Backdoor Attack at Its Own Game" (ICCV-23).
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Nov 22, 2023 - Python
[ECCV'24] UNIT: Backdoor Mitigation via Automated Neural Distribution Tightening
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Dec 31, 2024 - Python
[ECCV'24] Official Implementation of "Augmented Neural Fine-Tuning for Efficient Backdoor Purification"
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Oct 10, 2024 - Python
[CCS'24] Official Implementation of "Fisher Information guided Purification against Backdoor Attacks"
deep-learning backdoor multi-label-classification action-recognition 3d-point-clouds backdoor-attacks natual-language-processing backdoor-defense backdoor-detection
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Oct 10, 2024 - Python
Unofficial implementation of the detector cleanse in the paper "BadDet: Backdoor Attacks on Object Detection."
pytorch object-detection backdoor-defense backdoor-detection baddet backdoor-attack-on-object-detection
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Jan 16, 2025 - Python
Mask and Restore: Blind Backdoor Defense at Test Time with Masked Autoencoder
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Sep 11, 2023 - Python
Official implementation of the NeurIPS 24 paper "Mitigating Backdoor Attack by Injecting Proactive Defensive Backdoor"
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Dec 2, 2024 - Python
Implementation of ICCV'23 paper on Multimodal Backdoor Defense Technique: TIJO (Trigger Inversion using Joint Optimization)
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Oct 4, 2023 - Python
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