Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 226–250 of 403 papers

Title	Date	Tasks	Status
Adaptive Feature Alignment for Adversarial Training	May 31, 2021	Adversarial Defense	—Unverified
AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization	Apr 2, 2025	Adversarial DefenseAdversarial Robustness	—Unverified
Adversarial Amendment is the Only Force Capable of Transforming an Enemy into a Friend	May 18, 2023	Adversarial AttackAdversarial Defense	—Unverified
Adversarial Attacks and Defences for Skin Cancer Classification	Dec 13, 2022	Adversarial AttackAdversarial Defense	—Unverified
Adversarial Attacks and Defenses in Machine Learning-Powered Networks: A Contemporary Survey	Mar 11, 2023	Adversarial AttackAdversarial Defense	—Unverified
Adversarial Attacks and Dimensionality in Text Classifiers	Apr 3, 2024	Adversarial AttackAdversarial Defense	—Unverified
Adversarial-Aware Deep Learning System based on a Secondary Classical Machine Learning Verification Approach	Jun 1, 2023	Adversarial AttackAdversarial Defense	—Unverified
Adversarial Defense based on Structure-to-Signal Autoencoders	Mar 21, 2018	Adversarial AttackAdversarial Defense	—Unverified
Adversarial Defense by Latent Style Transformations	Jun 17, 2020	Adversarial Defense	—Unverified
Adversarial defense for automatic speaker verification by cascaded self-supervised learning models	Feb 14, 2021	Adversarial DefenseOpen-Ended Question Answering	—Unverified
Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning	Jun 1, 2021	Adversarial DefenseAdversarial Robustness	—Unverified
Adversarial defense for deep speaker recognition using hybrid adversarial training	Oct 30, 2020	Adversarial DefenseSpeaker Recognition	—Unverified
Adversarial Defense Teacher for Cross-Domain Object Detection under Poor Visibility Conditions	Mar 23, 2024	Adversarial Defenseobject-detection	—Unverified
Adversarial Defense Through Network Profiling Based Path Extraction	Apr 17, 2019	Adversarial Defense	—Unverified
Adversarial Defense via Image Denoising with Chaotic Encryption	Mar 19, 2022	Adversarial DefenseDenoising	—Unverified
Adversarial Defense via Local Flatness Regularization	Oct 27, 2019	Adversarial Defense	—Unverified
Adversarial Defense via Neural Oscillation inspired Gradient Masking	Nov 4, 2022	Adversarial Defense	—Unverified
Adversarial Evasion Attack Efficiency against Large Language Models	Jun 12, 2024	Adversarial DefenseClassification	—Unverified
Adversarial Examples for Electrocardiograms	May 13, 2019	Adversarial DefenseArrhythmia Detection	—Unverified
Adversarial Infrared Curves: An Attack on Infrared Pedestrian Detectors in the Physical World	Dec 21, 2023	Adversarial DefenseNeural Network Security	—Unverified
Adversarial Infrared Geometry: Using Geometry to Perform Adversarial Attack against Infrared Pedestrian Detectors	Mar 6, 2024	Adversarial AttackAdversarial Defense	—Unverified
Adversarially Robust AI-Generated Image Detection for Free: An Information Theoretic Perspective	May 28, 2025	Adversarial DefenseAttribute	—Unverified
Adversarial Attacks and Defenses: An Interpretation Perspective	Apr 23, 2020	Adversarial AttackAdversarial Defense	—Unverified
Adversarial Masked Autoencoder Purifier with Defense Transferability	Jan 28, 2025	Adversarial DefenseAdversarial Robustness	—Unverified
Adversarial Robustness through Local Linearization	Jul 4, 2019	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