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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Competitions with currently unpublished results: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
Weakly Supervised Invariant Representation Learning Via Disentangling Known and Unknown Nuisance Factors	Sep 15, 2022	Adversarial DefenseRepresentation Learning	—Unverified	0
Robust Node Classification on Graphs: Jointly from Bayesian Label Transition and Topology-based Label Propagation	Aug 21, 2022	Adversarial DefenseDenoising	CodeCode Available	0
A Multi-objective Memetic Algorithm for Auto Adversarial Attack Optimization Design	Aug 15, 2022	Adversarial AttackAdversarial Defense	—Unverified	0
Improving Adversarial Robustness via Mutual Information Estimation	Jul 25, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
An Encryption Method of ConvMixer Models without Performance Degradation	Jul 25, 2022	Adversarial DefenseClassification	—Unverified	0
Rethinking Textual Adversarial Defense for Pre-trained Language Models	Jul 21, 2022	Adversarial AttackAdversarial Defense	—Unverified	0
Defending Substitution-Based Profile Pollution Attacks on Sequential Recommenders	Jul 19, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	0
Decorrelative Network Architecture for Robust Electrocardiogram Classification	Jul 19, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	0
Threat Model-Agnostic Adversarial Defense using Diffusion Models	Jul 17, 2022	Adversarial DefenseDenoising	CodeCode Available	1
Masked Spatial-Spectral Autoencoders Are Excellent Hyperspectral Defenders	Jul 16, 2022	Adversarial DefenseLearning Theory	—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