Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 76–100 of 403 papers

Title	Date	Tasks	Status	Hype	Score
Towards Adversarial Robustness of Bayesian Neural Network through Hierarchical Variational Inference	Jan 1, 2021	Adversarial DefenseAdversarial Robustness	CodeCode Available	1	5
On Evaluating Adversarial Robustness	Feb 18, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	1	5
Erasing, Transforming, and Noising Defense Network for Occluded Person Re-Identification	Jul 14, 2023	Adversarial DefenseOccluded Person Re-Identification	CodeCode Available	0	5
Adversarial Defense of Image Classification Using a Variational Auto-Encoder	Dec 7, 2018	Adversarial DefenseGeneral Classification	CodeCode Available	0	5
Error Correcting Output Codes Improve Probability Estimation and Adversarial Robustness of Deep Neural Networks	Dec 1, 2019	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5
A Game-Based Approximate Verification of Deep Neural Networks with Provable Guarantees	Jul 10, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0	5
Adv-BNN: Improved Adversarial Defense through Robust Bayesian Neural Network	Oct 1, 2018	Adversarial Defense	CodeCode Available	0	5
Exploring Adversarially Robust Training for Unsupervised Domain Adaptation	Feb 18, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5
A Few Large Shifts: Layer-Inconsistency Based Minimal Overhead Adversarial Example Detection	May 19, 2025	Adversarial Attack DetectionAdversarial Defense	CodeCode Available	0	5
A Closer Look at the Adversarial Robustness of Deep Equilibrium Models	Jun 2, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5
AdvFAS: A robust face anti-spoofing framework against adversarial examples	Aug 4, 2023	Adversarial DefenseFace Anti-Spoofing	CodeCode Available	0	5
Efficient Formal Safety Analysis of Neural Networks	Sep 19, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0	5
ResNets Ensemble via the Feynman-Kac Formalism to Improve Natural and Robust Accuracies	Nov 26, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0	5
Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution Network	Mar 22, 2019	Adversarial DefenseImage Reconstruction	CodeCode Available	0	5
advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch	Feb 20, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	0	5
Adversarial Defense by Suppressing High-frequency Components	Aug 19, 2019	Adversarial DefenseClassification	CodeCode Available	0	5
ADAPT to Robustify Prompt Tuning Vision Transformers	Mar 19, 2024	Adversarial Defense	CodeCode Available	0	5
Adversarial Robustness via Fisher-Rao Regularization	Jun 12, 2021	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5
Adversarial Defense by Stratified Convolutional Sparse Coding	Nov 30, 2018	Adversarial Defense	CodeCode Available	0	5
Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks	Apr 1, 2019	Adversarial Defense	CodeCode Available	0	5
CAAD 2018: Generating Transferable Adversarial Examples	Sep 29, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	0	5
Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients	Sep 28, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5
Robust Physics-based Deep MRI Reconstruction Via Diffusion Purification	Sep 11, 2023	Adversarial DefenseImage Reconstruction	CodeCode Available	0	5
Adversarial-Playground: A Visualization Suite Showing How Adversarial Examples Fool Deep Learning	Aug 1, 2017	Adversarial AttackAdversarial Defense	CodeCode Available	0	5
Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach	Jul 14, 2025	Adversarial DefenseAdversarial Robustness	CodeCode Available	0	5

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All datasets CIFAR-10 ImageNet (non-targeted PGD, max perturbation=4)ImageNet ImageNet (targeted PGD, max perturbation=16)MNIST CAAD 2018 miniImageNet

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	WRN-28-10	Accuracy	90.03	—	Unverified
2	Diffusion Classifier	Accuracy	89.85	—	Unverified
3	Stochastic-LWTA/PGD/WideResNet-34-10	Accuracy	84.3	—	Unverified
4	Ours (Stochastic-LWTA/PGD/WideResNet-34-5)	Accuracy	83.4	—	Unverified
5	Ours (Stochastic-LWTA/PGD/WideResNet-34-1)	Accuracy	81.87	—	Unverified
6	ResNet18 (TRADES-ANCRA/PGD-40)	Accuracy	81.7	—	Unverified
7	Stochastic-LWTA/PGD/WideResNet-34-5	Attack: AutoAttack	81.22	—	Unverified
8	PCL (against PGD, white box)	Accuracy	46.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAT-EfficientNet-L1	Accuracy	58.6	—	Unverified
2	LLR-ResNet-152	Accuracy	47	—	Unverified
3	ResNet-152 free-m=4	Accuracy	36	—	Unverified
4	ResNet-101 free-m=4	Accuracy	34.3	—	Unverified
5	ResNet-50 free-m=4	Accuracy	31.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet101	Accuracy	99.8	—	Unverified
2	InceptionV3	Accuracy	98.6	—	Unverified
3	Feature Denoising	Accuracy	49.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet-152 Denoise	Accuracy	42.8	—	Unverified
2	ResNeXt-101 DenoiseAll	Accuracy	40.4	—	Unverified
3	ResNet-152	Accuracy	39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Defense GAN	Accuracy	0.85	—	Unverified
2	PuVAE	Accuracy	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Feature Denoising	Accuracy	50.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Auto Encoder-Block Switching defense with GradCAM	Accuracy	88.54	—	Unverified