Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 201–225 of 403 papers

Title	Date	Tasks	Status	Score
Adversarial Explanations for Understanding Image Classification Decisions and Improved Neural Network Robustness	Jun 7, 2019	Adversarial DefenseFraud Detection	CodeCode Available	5
Enhancing Adversarial Defense by k-Winners-Take-All	May 25, 2019	Adversarial DefenseAll	CodeCode Available	5
Adaptive Modeling Against Adversarial Attacks	Dec 23, 2021	Adversarial DefenseDeep Learning	CodeCode Available	5
Defensive Few-shot Learning	Nov 16, 2019	Adversarial DefenseFew-Shot Learning	CodeCode Available	5
Revisiting Adversarial Robustness Distillation from the Perspective of Robust Fairness	Sep 21, 2023	Adversarial Defense	CodeCode Available	5
Analysis and Extensions of Adversarial Training for Video Classification	Jun 16, 2022	Action RecognitionAdversarial Defense	CodeCode Available	5
Revisiting the Adversarial Robustness of Vision Language Models: a Multimodal Perspective	Apr 30, 2024	Adversarial DefenseAdversarial Robustness	CodeCode Available	5
Learning Energy-Based Models With Adversarial Training	Dec 11, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	5
Delving into Transferable Adversarial Examples and Black-box Attacks	Nov 8, 2016	Adversarial AttackAdversarial Defense	CodeCode Available	5
Language-Driven Anchors for Zero-Shot Adversarial Robustness	Jan 30, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	5
Robust Decision Trees Against Adversarial Examples	Feb 27, 2019	Adversarial AttackAdversarial Defense	CodeCode Available	5
Detection and Defense of Unlearnable Examples	Dec 14, 2023	Adversarial DefensePrivacy Preserving	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
Robust MRI Reconstruction by Smoothed Unrolling (SMUG)	Dec 12, 2023	Adversarial Defenseimage-classification	CodeCode Available	5
Robust Node Classification on Graphs: Jointly from Bayesian Label Transition and Topology-based Label Propagation	Aug 21, 2022	Adversarial DefenseDenoising	CodeCode Available	5
Robust Overfitting Does Matter: Test-Time Adversarial Purification With FGSM	Mar 18, 2024	Adversarial AttackAdversarial Defense	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
Enhancing Robust Representation in Adversarial Training: Alignment and Exclusion Criteria	Oct 5, 2023	Adversarial AttackAdversarial Defense	CodeCode Available	5
Robust width: A lightweight and certifiable adversarial defense	May 24, 2024	Adversarial Defensecompressed sensing	CodeCode Available	5
Detection of Word Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation	Mar 3, 2022	Adversarial DefenseDensity Estimation	CodeCode Available	5
Struggle with Adversarial Defense? Try Diffusion	Apr 12, 2024	Adversarial DefenseAdversarial Robustness	—Unverified	0
OTAD: An Optimal Transport-Induced Robust Model for Agnostic Adversarial Attack	Aug 1, 2024	Adversarial AttackAdversarial Defense	—Unverified	0
A Comprehensive Evaluation Framework for Deep Model Robustness	Jan 24, 2021	Adversarial Defensemodel	—Unverified	0
Active Adversarial Noise Suppression for Image Forgery Localization	Jun 15, 2025	Adversarial Defense	—Unverified	0
Adaptive Batch Normalization Networks for Adversarial Robustness	May 20, 2024	Adversarial DefenseAdversarial Robustness	—Unverified	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