Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 251–275 of 403 papers

Title	Date	Tasks	Status
Adversarial Transferability in Deep Denoising Models: Theoretical Insights and Robustness Enhancement via Out-of-Distribution Typical Set Sampling	Dec 8, 2024	Adversarial DefenseDenoising	—Unverified
AdvSmo: Black-box Adversarial Attack by Smoothing Linear Structure of Texture	Jun 22, 2022	Adversarial AttackAdversarial Defense	—Unverified
AED-PADA:Improving Generalizability of Adversarial Example Detection via Principal Adversarial Domain Adaptation	Apr 19, 2024	Adversarial AttackAdversarial Defense	—Unverified
A Framework for Adversarial Analysis of Decision Support Systems Prior to Deployment	May 27, 2025	Adversarial AttackAdversarial Defense	—Unverified
AID-Purifier: A Light Auxiliary Network for Boosting Adversarial Defense	Jul 14, 2021	Adversarial Defense	—Unverified
A Knowledge-guided Adversarial Defense for Resisting Malicious Visual Manipulation	Apr 11, 2025	Adversarial Defense	—Unverified
A Mask-Based Adversarial Defense Scheme	Apr 21, 2022	Adversarial AttackAdversarial Defense	—Unverified
A Multi-objective Memetic Algorithm for Auto Adversarial Attack Optimization Design	Aug 15, 2022	Adversarial AttackAdversarial Defense	—Unverified
An Encryption Method of ConvMixer Models without Performance Degradation	Jul 25, 2022	Adversarial DefenseClassification	—Unverified
Anomaly Detection in Unsupervised Surveillance Setting Using Ensemble of Multimodal Data with Adversarial Defense	Jul 17, 2020	Adversarial AttackAdversarial Defense	—Unverified
A Real-Time Defense Against Object Vanishing Adversarial Patch Attacks for Object Detection in Autonomous Vehicles	Dec 9, 2024	Adversarial DefenseAutonomous Vehicles	—Unverified
Are classical deep neural networks weakly adversarially robust?	May 28, 2025	Adversarial DefenseAdversarial Robustness	—Unverified
AR-GAN: Generative Adversarial Network-Based Defense Method Against Adversarial Attacks on the Traffic Sign Classification System of Autonomous Vehicles	Dec 31, 2023	Adversarial AttackAdversarial Defense	—Unverified
A Survey of Adversarial Defences and Robustness in NLP	Mar 12, 2022	Adversarial Defensenamed-entity-recognition	—Unverified
Attack Agnostic Adversarial Defense via Visual Imperceptible Bound	Oct 25, 2020	Adversarial Defense	—Unverified
Attention, Please! Adversarial Defense via Activation Rectification and Preservation	Nov 24, 2018	Adversarial AttackAdversarial Defense	—Unverified
ATWM: Defense against adversarial malware based on adversarial training	Jul 11, 2023	Adversarial DefenseDeep Learning	—Unverified
Benchmarking adversarial attacks and defenses for time-series data	Aug 30, 2020	Adversarial DefenseBenchmarking	—Unverified
Boosting Adversarial Robustness From The Perspective of Effective Margin Regularization	Oct 11, 2022	Adversarial DefenseAdversarial Robustness	—Unverified
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization	Jun 25, 2019	Adversarial DefenseImage Segmentation	—Unverified
Bypassing DARCY Defense: Indistinguishable Universal Adversarial Triggers	Sep 5, 2024	Adversarial DefenseLanguage Modelling	—Unverified
Cassandra: Detecting Trojaned Networks from Adversarial Perturbations	Jul 28, 2020	Adversarial DefenseAnomaly Detection	—Unverified
Causal Perception Inspired Representation Learning for Trustworthy Image Quality Assessment	Apr 30, 2024	Adversarial DefenseImage Quality Assessment	—Unverified
Certified Causal Defense with Generalizable Robustness	Aug 28, 2024	Adversarial Defense	—Unverified
Characterizing Audio Adversarial Examples Using Temporal Dependency	Sep 28, 2018	Adversarial DefenseAutomatic Speech Recognition	—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