Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–175 of 403 papers

Title	Date	Tasks	Status	Score
Detection of Word Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation	Mar 3, 2022	Adversarial DefenseDensity Estimation	CodeCode Available	5
Detection of Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation	May 1, 2022	Adversarial DefenseDensity Estimation	CodeCode Available	5
Testing Robustness Against Unforeseen Adversaries	Aug 21, 2019	Adversarial DefenseAdversarial Robustness	CodeCode Available	5
Improving Out-of-Distribution Data Handling and Corruption Resistance via Modern Hopfield Networks	Aug 21, 2024	Adversarial DefenseTest-time Adaptation	CodeCode Available	5
Detection of Adversarial Examples in NLP: Benchmark and Baseline via Robust Density Estimation	Nov 16, 2021	Adversarial DefenseDensity Estimation	CodeCode Available	5
Detection and Defense of Unlearnable Examples	Dec 14, 2023	Adversarial DefensePrivacy Preserving	CodeCode Available	5
Robust Physics-based Deep MRI Reconstruction Via Diffusion Purification	Sep 11, 2023	Adversarial DefenseImage Reconstruction	CodeCode Available	5
Adversarial Defense via Learning to Generate Diverse Attacks	Oct 1, 2019	Adversarial Defense	CodeCode Available	5
A New Defense Against Adversarial Images: Turning a Weakness into a Strength	Oct 16, 2019	Adversarial Defense	CodeCode Available	5
Delving into Transferable Adversarial Examples and Black-box Attacks	Nov 8, 2016	Adversarial AttackAdversarial Defense	CodeCode Available	5
GraphDefense: Towards Robust Graph Convolutional Networks	Nov 11, 2019	Adversarial Defense	CodeCode Available	5
EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling	May 24, 2022	Adversarial DefenseImage Generation	CodeCode Available	5
Defensive Few-shot Learning	Nov 16, 2019	Adversarial DefenseFew-Shot Learning	CodeCode Available	5
Robustness for Non-Parametric Classification: A Generic Attack and Defense	Jun 7, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	5
Gotta Catch 'Em All: Using Honeypots to Catch Adversarial Attacks on Neural Networks	Apr 18, 2019	Adversarial AttackAdversarial Attack Detection	CodeCode Available	5
Image Super-Resolution as a Defense Against Adversarial Attacks	Jan 7, 2019	Adversarial DefenseImage Enhancement	CodeCode Available	5
Interpretability-Guided Test-Time Adversarial Defense	Sep 23, 2024	Adversarial Defense	CodeCode Available	5
Learning Defense Transformers for Counterattacking Adversarial Examples	Mar 13, 2021	Adversarial Defense	CodeCode Available	5
Language-Driven Anchors for Zero-Shot Adversarial Robustness	Jan 30, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	5
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models	May 17, 2018	Adversarial DefenseAdversarial Defense against FGSM Attack	CodeCode Available	5
Making Pre-trained Language Models both Task-solvers and Self-calibrators	Jul 21, 2023	Adversarial Defense	CodeCode Available	5
ResNets Ensemble via the Feynman-Kac Formalism to Improve Natural and Robust Accuracies	Nov 26, 2018	Adversarial AttackAdversarial Defense	CodeCode Available	5
Game Theoretic Mixed Experts for Combinational Adversarial Machine Learning	Nov 26, 2022	Adversarial Defense	CodeCode Available	5
MMA Training: Direct Input Space Margin Maximization through Adversarial Training	Dec 6, 2018	Adversarial DefenseAdversarial Robustness	CodeCode Available	5
Learning Energy-Based Models With Adversarial Training	Dec 11, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	5

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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