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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 331–340 of 403 papers

Title	Date	Tasks	Status	Hype	Score
Landscape Learning for Neural Network Inversion	Jun 17, 2022	Adversarial Defense	—Unverified	0	0
Large Language Model Sentinel: LLM Agent for Adversarial Purification	May 24, 2024	Adversarial DefenseAdversarial Purification	—Unverified	0	0
Layer-wise Adversarial Defense: An ODE Perspective	Jan 1, 2021	Adversarial Defense	—Unverified	0	0
Lyapunov-Stable Deep Equilibrium Models	Apr 25, 2023	Adversarial DefenseAdversarial Robustness	—Unverified	0	0
Learning to Defend by Learning to Attack	Nov 3, 2018	Adversarial AttackAdversarial Defense	—Unverified	0	0
Leveraging Generalizability of Image-to-Image Translation for Enhanced Adversarial Defense	Apr 2, 2025	Adversarial DefenseImage-to-Image Translation	—Unverified	0	0
Multimodal Adversarial Defense for Vision-Language Models by Leveraging One-To-Many Relationships	May 29, 2024	Adversarial DefenseAdversarial Robustness	—Unverified	0	0
Likelihood Landscapes: A Unifying Principle Behind Many Adversarial Defenses	Aug 25, 2020	Adversarial DefenseAdversarial Robustness	—Unverified	0	0
L_p-norm Distortion-Efficient Adversarial Attack	Jul 3, 2024	Adversarial AttackAdversarial Defense	—Unverified	0	0
Manifold Projection for Adversarial Defense on Face Recognition	Aug 1, 2020	Adversarial DefenseFace Recognition	—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