Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–325 of 403 papers

Title	Date	Tasks	Status
Ensemble-based Adversarial Defense Using Diversified Distance Mapping	Jan 1, 2021	Adversarial DefenseDiversity	—Unverified
Evaluating Deception Detection Model Robustness To Linguistic Variation	Apr 23, 2021	Adversarial DefenseDeception Detection	—Unverified
Talos: A More Effective and Efficient Adversarial Defense for GNN Models Based on the Global Homophily of Graphs	Jun 6, 2024	Adversarial DefenseGraph Neural Network	—Unverified
Exploiting Safe Spots in Neural Networks for Preemptive Robustness and Out-of-Distribution Detection	Jan 1, 2021	Adversarial DefenseOut-of-Distribution Detection	—Unverified
Exploring the role of Input and Output Layers of a Deep Neural Network in Adversarial Defense	Jun 2, 2020	Adversarial Defense	—Unverified
FaceGuard: A Self-Supervised Defense Against Adversarial Face Images	Nov 28, 2020	Adversarial AttackAdversarial Defense	—Unverified
Fast Adversarial Training against Textual Adversarial Attacks	Jan 23, 2024	Adversarial DefenseAdversarial Robustness	—Unverified
Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference	May 21, 2018	Adversarial Defense	—Unverified
From a Fourier-Domain Perspective on Adversarial Examples to a Wiener Filter Defense for Semantic Segmentation	Dec 2, 2020	Adversarial DefenseSemantic Segmentation	—Unverified
General Adversarial Defense Against Black-box Attacks via Pixel Level and Feature Level Distribution Alignments	Dec 11, 2022	Adversarial AttackAdversarial Defense	—Unverified
General Adversarial Defense via Pixel Level and Feature Level Distribution Alignment	Jan 1, 2021	Adversarial Defenseimage-classification	—Unverified
Generative Adversarial Trainer: Defense to Adversarial Perturbations with GAN	May 9, 2017	Adversarial DefenseGenerative Adversarial Network	—Unverified
Neural Ensemble Search via Bayesian Sampling	Sep 6, 2021	Adversarial DefenseNeural Architecture Search	—Unverified
Gradient-Free Adversarial Purification with Diffusion Models	Jan 23, 2025	Adversarial DefenseAdversarial Purification	—Unverified
GraphMU: Repairing Robustness of Graph Neural Networks via Machine Unlearning	Jun 19, 2024	Adversarial AttackAdversarial Defense	—Unverified
Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds	Jan 15, 2021	Adversarial AttackAdversarial Defense	—Unverified
How vulnerable is my policy? Adversarial attacks on modern behavior cloning policies	Feb 6, 2025	Adversarial DefenseDenoising	—Unverified
Hydra: An Agentic Reasoning Approach for Enhancing Adversarial Robustness and Mitigating Hallucinations in Vision-Language Models	Apr 19, 2025	Adversarial AttackAdversarial Defense	—Unverified
Immune Defense: A Novel Adversarial Defense Mechanism for Preventing the Generation of Adversarial Examples	Mar 8, 2023	Adversarial Defense	—Unverified
Improved Adversarial Robustness via Logit Regularization Methods	Jun 10, 2019	Adversarial DefenseAdversarial Robustness	—Unverified
Jacobian Norm with Selective Input Gradient Regularization for Improved and Interpretable Adversarial Defense	Jul 9, 2022	Adversarial Defense	—Unverified
Improved Autoregressive Modeling with Distribution Smoothing	Mar 28, 2021	Adversarial DefenseImage Compression	—Unverified
MadNet: Using a MAD Optimization for Defending Against Adversarial Attacks	Nov 3, 2019	Adversarial DefenseAdversarial Robustness	—Unverified
Improving Adversarial Defense with Self-supervised Test-time Fine-tuning	Sep 29, 2021	Adversarial Defense	—Unverified
Improving Global Adversarial Robustness Generalization With Adversarially Trained GAN	Mar 8, 2021	Adversarial DefenseAdversarial Robustness	—Unverified

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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