Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 403 papers

Title	Date	Tasks	Status	Hype
Robust Classification via a Single Diffusion Model	May 24, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Decoupled Kullback-Leibler Divergence Loss	May 23, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Mist: Towards Improved Adversarial Examples for Diffusion Models	May 22, 2023	Adversarial Defense	CodeCode Available	2
Adversarial Amendment is the Only Force Capable of Transforming an Enemy into a Friend	May 18, 2023	Adversarial AttackAdversarial Defense	—Unverified	0
Releasing Inequality Phenomena in L_-Adversarial Training via Input Gradient Distillation	May 16, 2023	Adversarial DefenseAdversarial Robustness	—Unverified	0
The Best Defense is Attack: Repairing Semantics in Textual Adversarial Examples	May 6, 2023	Adversarial AttackAdversarial Defense	—Unverified	0
Lyapunov-Stable Deep Equilibrium Models	Apr 25, 2023	Adversarial DefenseAdversarial Robustness	—Unverified	0
Masked Language Model Based Textual Adversarial Example Detection	Apr 18, 2023	Adversarial DefenseLanguage Modeling	CodeCode Available	0
Bridging Optimal Transport and Jacobian Regularization by Optimal Trajectory for Enhanced Adversarial Defense	Mar 21, 2023	Adversarial AttackAdversarial Defense	—Unverified	0
Robust Mode Connectivity-Oriented Adversarial Defense: Enhancing Neural Network Robustness Against Diversified _p Attacks	Mar 17, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Among Us: Adversarially Robust Collaborative Perception by Consensus	Mar 16, 2023	3D Object DetectionAdversarial Defense	CodeCode Available	1
SMUG: Towards robust MRI reconstruction by smoothed unrolling	Mar 14, 2023	Adversarial Defenseimage-classification	CodeCode Available	0
Adversarial Attacks and Defenses in Machine Learning-Powered Networks: A Contemporary Survey	Mar 11, 2023	Adversarial AttackAdversarial Defense	—Unverified	0
Immune Defense: A Novel Adversarial Defense Mechanism for Preventing the Generation of Adversarial Examples	Mar 8, 2023	Adversarial Defense	—Unverified	0
Beyond Pretrained Features: Noisy Image Modeling Provides Adversarial Defense	Feb 2, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Language-Driven Anchors for Zero-Shot Adversarial Robustness	Jan 30, 2023	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
RobustPdM: Designing Robust Predictive Maintenance against Adversarial Attacks	Jan 25, 2023	Adversarial Defense	—Unverified	0
On the Susceptibility and Robustness of Time Series Models through Adversarial Attack and Defense	Jan 9, 2023	Adversarial AttackAdversarial Defense	—Unverified	0
Multi-head Uncertainty Inference for Adversarial Attack Detection	Dec 20, 2022	Adversarial AttackAdversarial Attack Detection	—Unverified	0
TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven Optimization	Dec 19, 2022	Adversarial DefenseAdversarial Robustness	CodeCode Available	1
Unfolding Local Growth Rate Estimates for (Almost) Perfect Adversarial Detection	Dec 13, 2022	Adversarial Attack DetectionAdversarial Defense	CodeCode Available	0
Adversarial Attacks and Defences for Skin Cancer Classification	Dec 13, 2022	Adversarial AttackAdversarial Defense	—Unverified	0
DISCO: Adversarial Defense with Local Implicit Functions	Dec 11, 2022	Adversarial Defenseimage-classification	CodeCode Available	1
General Adversarial Defense Against Black-box Attacks via Pixel Level and Feature Level Distribution Alignments	Dec 11, 2022	Adversarial AttackAdversarial Defense	—Unverified	0
Bayesian Learning with Information Gain Provably Bounds Risk for a Robust Adversarial Defense	Dec 5, 2022	Adversarial Defense	CodeCode Available	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