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hammaad2002 / ASRAdversarialAttacks

An ASR (Automatic Speech Recognition) adversarial attack repository.

transformers asr adversarial-machine-learning adversarial-attacks carlini-wagner huggingface pgd-adversarial-attacks transformers-library huggingface-transformer carlini-wagner-attack huggingface-transformers huggingface-library transformers-models wav2vec2 fgsm-attack pgd-attack transformers-model projected-gradient-desent

Updated Oct 14, 2026
Python

fanghenshaometeor / vanilla-adversarial-training

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vanilla training and adversarial training in PyTorch

deep-learning pytorch vgg cifar10 wideresnet cifar100 adversarial-training adversarial-attack vanilla-training fgsm-attack pgd-attack

Updated Feb 19, 2022
Python

chris-hzc / spiking_attack

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[ICLR 2026] Fine-Grained Iterative Adversarial Attacks with Limited Computation Budget — Spiking-PGD: stronger attacks & cheaper adversarial training under a fixed compute budget

adversarial-attacks adversarial-robustness efficient-deep-learning pgd-attack iclr2026

Updated Oct 7, 2026
Python

digitalinnovator / ai-robust-iot-ids

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Adversarial robustness evaluation of ML-based intrusion detection for IoT networks. FGSM, PGD, C&W attacks with adversarial training and ensemble defenses.

deep-learning pytorch cybersecurity intrusion-detection iot-security network-security adversarial-machine-learning nsl-kdd fgsm adversarial-attacks adversarial-robustness pgd-attack

Updated Apr 30, 2026
Python

Keerthija5 / mnist-pgd-adversarial-attack

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CNN robustness evaluation under PGD adversarial attacks with accuracy and perturbation analysis.

security computer-vision cnn pytorch mnist model-evaluation robustness adversarial-machine-learning pgd-attack

Updated Jul 15, 2026
Python

Vamsi-Dath / Adversarial-Attacks-on-Deep-Learning-Models

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Exploring the concept of "adversarial attacks" on deep learning models, specifically focusing on image classification using PyTorch. Implementing and demonstrating the Fast Gradient Sign Method (FGSM) and Projected Gradient Descent (PGD) attacks against a Convolutional Neural Network (CNN) and a Recurrent Neural Network (RNN) trained on the MNIST.

python deep-learning adversarial-attacks adversarial-training gradient-masks fgsm-attack pgd-attack

Updated Apr 27, 2025
Python

GeorgeMLP / adversarial-attacks

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Implementations for several white-box and black-box attacks.

adversarial-attacks cw-attack zoo-attack fgsm-attack pgd-attack

Updated Aug 25, 2021
Python

Inpyo-Hong / Knowledge-distillation-vulnerability-of-DeiT-through-CNN-adversarial-attack

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"Neural Computing and Applications" Published Paper (2023)

knowledge-distillation adversarial-attacks deit fgsm-attack pgd-attack

Updated Nov 28, 2024
Python

RPNambiar-24 / TinyIDS-IoT_IDS

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TinyIDS: a <65 KB adversarially robust neural intrusion detection model for resource-constrained IoT devices. 0.85 macro-F1 on IoT-23, 0.40 ms inference, PGD adversarial training with zero inference overhead.

deep-learning pytorch cybersecurity intrusion-detection iot-security network-security model-compression adversarial-machine-learning onnx edge-ai adversarial-robustness tinyml iot-23 pgd-attack

Updated Oct 8, 2026
Python

mbcienz / Adversarial-Robustness-Evaluation-of-a-Deep-Face-Recognition-System

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Evaluated the robustness of a deep face recognition model (InceptionResNetV1) against adversarial attacks. Tested multiple attack types, analyzed transferability, and implemented a defense system using specialized detectors to improve security while preserving accuracy.

detector cybersecurity adversarial-machine-learning adversarial-attacks vggface2 deep-face-recognition adversarial-detection carlini-wagner-attack adversarial-robustness-toolbox fgsm-attack pgd-attack bim-attack security-evaluation-curve

Updated Jan 16, 2026
Python

Kahsolt / Retreaval-based-Adversarial-Defense

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Adversarial defense by retreaval-based methods

image-classification adversarial-defense pgd-attack retreaval-based

Updated Jan 25, 2025
Python

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pgd-attack

Here are 11 public repositories matching this topic...

hammaad2002 / ASRAdversarialAttacks

fanghenshaometeor / vanilla-adversarial-training

chris-hzc / spiking_attack

digitalinnovator / ai-robust-iot-ids

Keerthija5 / mnist-pgd-adversarial-attack

Vamsi-Dath / Adversarial-Attacks-on-Deep-Learning-Models

GeorgeMLP / adversarial-attacks

Inpyo-Hong / Knowledge-distillation-vulnerability-of-DeiT-through-CNN-adversarial-attack

RPNambiar-24 / TinyIDS-IoT_IDS

mbcienz / Adversarial-Robustness-Evaluation-of-a-Deep-Face-Recognition-System

Kahsolt / Retreaval-based-Adversarial-Defense

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