SOTAVerified

Adversarial Defense

Competitions with currently unpublished results:

Papers

Showing 126150 of 403 papers

TitleStatusHype
Deciphering the Definition of Adversarial Robustness for post-hoc OOD DetectorsCode0
Is AmI (Attacks Meet Interpretability) Robust to Adversarial Examples?Code0
Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEsCode0
Language Guided Adversarial PurificationCode0
Improving Adversarial Robustness via Guided Complement EntropyCode0
Bayesian Learning with Information Gain Provably Bounds Risk for a Robust Adversarial DefenseCode0
LSA: Modeling Aspect Sentiment Coherency via Local Sentiment AggregationCode0
Improving Adversarial Robustness via Decoupled Visual Representation MaskingCode0
Improving Out-of-Distribution Data Handling and Corruption Resistance via Modern Hopfield NetworksCode0
GraphDefense: Towards Robust Graph Convolutional NetworksCode0
Gotta Catch 'Em All: Using Honeypots to Catch Adversarial Attacks on Neural NetworksCode0
mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural NetworksCode0
A Simple and Yet Fairly Effective Defense for Graph Neural NetworksCode0
Robustness for Non-Parametric Classification: A Generic Attack and DefenseCode0
Gated Convolutional Networks with Hybrid Connectivity for Image ClassificationCode0
Are Generative Classifiers More Robust to Adversarial Attacks?Code0
A2: Efficient Automated Attacker for Boosting Adversarial TrainingCode0
Image Super-Resolution as a Defense Against Adversarial AttacksCode0
Fast Bayesian Uncertainty Estimation and Reduction of Batch Normalized Single Image Super-Resolution NetworkCode0
Exploring Adversarially Robust Training for Unsupervised Domain AdaptationCode0
A Provable Defense for Deep Residual NetworksCode0
Testing Robustness Against Unforeseen AdversariesCode0
Feature Denoising for Improving Adversarial RobustnessCode0
Detection and Defense of Unlearnable ExamplesCode0
Adversarial Defense via Learning to Generate Diverse AttacksCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1WRN-28-10Accuracy90.03Unverified
2Diffusion ClassifierAccuracy89.85Unverified
3Stochastic-LWTA/PGD/WideResNet-34-10Accuracy84.3Unverified
4Ours (Stochastic-LWTA/PGD/WideResNet-34-5)Accuracy83.4Unverified
5Ours (Stochastic-LWTA/PGD/WideResNet-34-1)Accuracy81.87Unverified
6ResNet18 (TRADES-ANCRA/PGD-40)Accuracy81.7Unverified
7Stochastic-LWTA/PGD/WideResNet-34-5Attack: AutoAttack81.22Unverified
8PCL (against PGD, white box)Accuracy46.7Unverified
#ModelMetricClaimedVerifiedStatus
1SAT-EfficientNet-L1Accuracy58.6Unverified
2LLR-ResNet-152Accuracy47Unverified
3ResNet-152 free-m=4Accuracy36Unverified
4ResNet-101 free-m=4Accuracy34.3Unverified
5ResNet-50 free-m=4Accuracy31.8Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet101Accuracy99.8Unverified
2InceptionV3Accuracy98.6Unverified
3Feature DenoisingAccuracy49.5Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet-152 DenoiseAccuracy42.8Unverified
2ResNeXt-101 DenoiseAllAccuracy40.4Unverified
3ResNet-152Accuracy39Unverified
#ModelMetricClaimedVerifiedStatus
1Defense GANAccuracy0.85Unverified
2PuVAEAccuracy0.81Unverified
#ModelMetricClaimedVerifiedStatus
1Feature DenoisingAccuracy50.6Unverified
#ModelMetricClaimedVerifiedStatus
1Auto Encoder-Block Switching defense with GradCAMAccuracy 88.54Unverified