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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 311–320 of 403 papers

Title	Date	Tasks	Status	Hype	Score
General Adversarial Defense via Pixel Level and Feature Level Distribution Alignment	Jan 1, 2021	Adversarial Defenseimage-classification	—Unverified	0	0
Generative Adversarial Trainer: Defense to Adversarial Perturbations with GAN	May 9, 2017	Adversarial DefenseGenerative Adversarial Network	—Unverified	0	0
Neural Ensemble Search via Bayesian Sampling	Sep 6, 2021	Adversarial DefenseNeural Architecture Search	—Unverified	0	0
Gradient-Free Adversarial Purification with Diffusion Models	Jan 23, 2025	Adversarial DefenseAdversarial Purification	—Unverified	0	0
GraphMU: Repairing Robustness of Graph Neural Networks via Machine Unlearning	Jun 19, 2024	Adversarial AttackAdversarial Defense	—Unverified	0	0
Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds	Jan 15, 2021	Adversarial AttackAdversarial Defense	—Unverified	0	0
How vulnerable is my policy? Adversarial attacks on modern behavior cloning policies	Feb 6, 2025	Adversarial DefenseDenoising	—Unverified	0	0
Hydra: An Agentic Reasoning Approach for Enhancing Adversarial Robustness and Mitigating Hallucinations in Vision-Language Models	Apr 19, 2025	Adversarial AttackAdversarial Defense	—Unverified	0	0
Immune Defense: A Novel Adversarial Defense Mechanism for Preventing the Generation of Adversarial Examples	Mar 8, 2023	Adversarial Defense	—Unverified	0	0
Improved Adversarial Robustness via Logit Regularization Methods	Jun 10, 2019	Adversarial DefenseAdversarial Robustness	—Unverified	0	0

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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