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Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 361–370 of 403 papers

Title	Date	Tasks	Status	Hype	Score
Text Adversarial Purification as Defense against Adversarial Attacks	Mar 27, 2022	Adversarial AttackAdversarial Defense	—Unverified	0	0
Releasing Inequality Phenomena in L_-Adversarial Training via Input Gradient Distillation	May 16, 2023	Adversarial DefenseAdversarial Robustness	—Unverified	0	0
Revisiting and Advancing Adversarial Training Through A Simple Baseline	Jun 13, 2023	Adversarial DefenseAdversarial Robustness	—Unverified	0	0
Rethinking Invariance Regularization in Adversarial Training to Improve Robustness-Accuracy Trade-off	Feb 22, 2024	Adversarial DefenseKnowledge Distillation	—Unverified	0	0
Rethinking Textual Adversarial Defense for Pre-trained Language Models	Jul 21, 2022	Adversarial AttackAdversarial Defense	—Unverified	0	0
Revisiting Role of Autoencoders in Adversarial Settings	May 21, 2020	Adversarial DefenseAdversarial Robustness	—Unverified	0	0
Robust Adversarial Defense by Tensor Factorization	Sep 3, 2023	Adversarial Defense	—Unverified	0	0
Robust Android Malware Detection System against Adversarial Attacks using Q-Learning	Jan 27, 2021	Adversarial DefenseAndroid Malware Detection	—Unverified	0	0
Robust Boosting Forests with Richer Deep Feature Hierarchy	Oct 29, 2022	Adversarial DefenseFace Model	—Unverified	0	0
Robust Deep Reinforcement Learning in Robotics via Adaptive Gradient-Masked Adversarial Attacks	Mar 26, 2025	Adversarial AttackAdversarial Defense	—Unverified	0	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