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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 211–220 of 403 papers

Title	Date	Tasks	Status	Hype
Robust Boosting Forests with Richer Deep Feature Hierarchy	Oct 29, 2022	Adversarial DefenseFace Model	—Unverified	0
Boosting Adversarial Robustness From The Perspective of Effective Margin Regularization	Oct 11, 2022	Adversarial DefenseAdversarial Robustness	—Unverified	0
Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEs	Oct 7, 2022	Adversarial DefenseFew-Shot Learning	CodeCode Available	0
A2: Efficient Automated Attacker for Boosting Adversarial Training	Oct 7, 2022	Adversarial Defense	CodeCode Available	0
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
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

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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