Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 76–100 of 403 papers

Title	Date	Tasks	Status	Hype
LPF-Defense: 3D Adversarial Defense based on Frequency Analysis	Feb 23, 2022	3D Point Cloud ClassificationAdversarial Defense	CodeCode Available	1
Multitask Learning Strengthens Adversarial Robustness	Jul 14, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
A Knowledge-guided Adversarial Defense for Resisting Malicious Visual Manipulation	Apr 11, 2025	Adversarial Defense	—Unverified	0
AID-Purifier: A Light Auxiliary Network for Boosting Adversarial Defense	Jul 14, 2021	Adversarial Defense	—Unverified	0
EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks	May 24, 2025	Adversarial DefenseDecision Making	—Unverified	0
Adversarial defense for deep speaker recognition using hybrid adversarial training	Oct 30, 2020	Adversarial DefenseSpeaker Recognition	—Unverified	0
A Framework for Adversarial Analysis of Decision Support Systems Prior to Deployment	May 27, 2025	Adversarial AttackAdversarial Defense	—Unverified	0
Efficient Key-Based Adversarial Defense for ImageNet by Using Pre-trained Model	Nov 28, 2023	Adversarial Defenseimage-classification	—Unverified	0
Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning	Jun 1, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0
AED-PADA:Improving Generalizability of Adversarial Example Detection via Principal Adversarial Domain Adaptation	Apr 19, 2024	Adversarial AttackAdversarial Defense	—Unverified	0
AdvSmo: Black-box Adversarial Attack by Smoothing Linear Structure of Texture	Jun 22, 2022	Adversarial AttackAdversarial Defense	—Unverified	0
Adversarial defense for automatic speaker verification by cascaded self-supervised learning models	Feb 14, 2021	Adversarial DefenseOpen-Ended Question Answering	—Unverified	0
AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization	Apr 2, 2025	Adversarial DefenseAdversarial Robustness	—Unverified	0
Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness	Jan 16, 2025	Adversarial DefenseAdversarial Robustness	—Unverified	0
Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework	Jul 31, 2021	Adversarial Defenseimage-classification	—Unverified	0
Adversarial Transferability in Deep Denoising Models: Theoretical Insights and Robustness Enhancement via Out-of-Distribution Typical Set Sampling	Dec 8, 2024	Adversarial DefenseDenoising	—Unverified	0
Demotivate adversarial defense in remote sensing	May 28, 2021	Adversarial DefenseAdversarial Robustness	—Unverified	0
Defensive Dual Masking for Robust Adversarial Defense	Dec 10, 2024	Adversarial Defense	—Unverified	0
Defensive Tensorization: Randomized Tensor Parametrization for Robust Neural Networks	Sep 25, 2019	Adversarial DefenseAudio Classification	—Unverified	0
Adversarial Robustness through Local Linearization	Jul 4, 2019	Adversarial DefenseAdversarial Robustness	—Unverified	0
OTAD: An Optimal Transport-Induced Robust Model for Agnostic Adversarial Attack	Aug 1, 2024	Adversarial AttackAdversarial Defense	—Unverified	0
Defending Against Adversarial Attacks by Suppressing the Largest Eigenvalue of Fisher Information Matrix	Sep 13, 2019	Adversarial DefenseTraffic Sign Recognition	—Unverified	0
Defense Against Adversarial Attacks with Saak Transform	Aug 6, 2018	Adversarial Defense	—Unverified	0
Bypassing DARCY Defense: Indistinguishable Universal Adversarial Triggers	Sep 5, 2024	Adversarial DefenseLanguage Modelling	—Unverified	0
Adversarial Defense by Latent Style Transformations	Jun 17, 2020	Adversarial Defense	—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