SOTAVerified

Adversarial Defense

Competitions with currently unpublished results:

Papers

Showing 5175 of 403 papers

TitleStatusHype
Robust Mode Connectivity-Oriented Adversarial Defense: Enhancing Neural Network Robustness Against Diversified _p AttacksCode1
Adversarial Training for Free!Code1
Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution HeterogeneityCode1
Scaling Adversarial Training to Large Perturbation BoundsCode1
Smooth Adversarial TrainingCode1
Stereopagnosia: Fooling Stereo Networks with Adversarial PerturbationsCode1
Decoupled Kullback-Leibler Divergence LossCode1
Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based ModelsCode1
DeepZero: Scaling up Zeroth-Order Optimization for Deep Model TrainingCode1
TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven OptimizationCode1
Theoretically Principled Trade-off between Robustness and AccuracyCode1
Threat Model-Agnostic Adversarial Defense using Diffusion ModelsCode1
AdvDiff: Generating Unrestricted Adversarial Examples using Diffusion ModelsCode1
Can We Mitigate Backdoor Attack Using Adversarial Detection Methods?Code1
A Person Re-identification Data Augmentation Method with Adversarial Defense EffectCode1
Among Us: Adversarially Robust Collaborative Perception by ConsensusCode1
GenoArmory: A Unified Evaluation Framework for Adversarial Attacks on Genomic Foundation ModelsCode1
Are You Stealing My Model? Sample Correlation for Fingerprinting Deep Neural NetworksCode1
Efficient Generation of Targeted and Transferable Adversarial Examples for Vision-Language Models Via Diffusion ModelsCode1
Enhancing Adversarial Robustness via Score-Based OptimizationCode1
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning MethodCode1
Adversarial Attack and Defense of YOLO Detectors in Autonomous Driving ScenariosCode1
Boundary thickness and robustness in learning modelsCode1
Information Obfuscation of Graph Neural NetworksCode1
Universal Adversarial Defense in Remote Sensing Based on Pre-trained Denoising Diffusion ModelsCode1
Show:102550
← PrevPage 3 of 17Next →

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