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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 161–170 of 403 papers

Title	Date	Tasks	Status	Hype
GraphMU: Repairing Robustness of Graph Neural Networks via Machine Unlearning	Jun 19, 2024	Adversarial AttackAdversarial Defense	—Unverified	0
EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks	May 24, 2025	Adversarial DefenseDecision Making	—Unverified	0
AR-GAN: Generative Adversarial Network-Based Defense Method Against Adversarial Attacks on the Traffic Sign Classification System of Autonomous Vehicles	Dec 31, 2023	Adversarial AttackAdversarial Defense	—Unverified	0
Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model	Nov 28, 2023	Adversarial Defenseimage-classification	—Unverified	0
Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds	Jan 15, 2021	Adversarial AttackAdversarial Defense	—Unverified	0
Efficient Two-Step Adversarial Defense for Deep Neural Networks	Oct 8, 2018	Adversarial DefenseVocal Bursts Valence Prediction	—Unverified	0
Encryption Inspired Adversarial Defense for Visual Classification	May 16, 2020	Adversarial DefenseClassification	—Unverified	0
Enforcing Linearity in DNN succours Robustness and Adversarial Image Generation	Oct 17, 2019	Adversarial DefenseImage Generation	—Unverified	0
General Adversarial Defense via Pixel Level and Feature Level Distribution Alignment	Jan 1, 2021	Adversarial Defenseimage-classification	—Unverified	0
Anomaly Detection in Unsupervised Surveillance Setting Using Ensemble of Multimodal Data with Adversarial Defense	Jul 17, 2020	Adversarial AttackAdversarial Defense	—Unverified	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