Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 376–400 of 403 papers

Title	Date	Tasks	Status
Continual Adversarial Defense	Dec 15, 2023	Adversarial DefenseContinual Learning	CodeCode Available
Constructing Semantics-Aware Adversarial Examples with a Probabilistic Perspective	Jun 1, 2023	Adversarial Defense	CodeCode Available
Learn from the Past: A Proxy Guided Adversarial Defense Framework with Self Distillation Regularization	Oct 19, 2023	Adversarial Defense	CodeCode Available
AOGNets: Compositional Grammatical Architectures for Deep Learning	Nov 15, 2017	Adversarial DefenseDeep Learning	CodeCode Available
Learning Defense Transformers for Counterattacking Adversarial Examples	Mar 13, 2021	Adversarial Defense	CodeCode Available
Unitary Multi-Margin BERT for Robust Natural Language Processing	Oct 16, 2024	Adversarial Defense	CodeCode Available
Accidental Misalignment: Fine-Tuning Language Models Induces Unexpected Vulnerability	May 22, 2025	Adversarial DefenseSemantic Similarity	CodeCode Available
advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch	Feb 20, 2019	Adversarial AttackAdversarial Defense	CodeCode Available
ZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Networks without Training Substitute Models	Aug 14, 2017	Adversarial AttackAdversarial Defense	CodeCode Available
Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality	Jan 8, 2018	Adversarial Defense	CodeCode Available
Lightweight Defense Against Adversarial Attacks in Time Series Classification	May 4, 2025	Adversarial DefenseData Augmentation	CodeCode Available
Adversarial Robustness via Fisher-Rao Regularization	Jun 12, 2021	Adversarial DefenseAdversarial Robustness	CodeCode Available
Certified Defenses against Adversarial Examples	Jan 29, 2018	Adversarial AttackAdversarial Defense	CodeCode Available
ADAPT to Robustify Prompt Tuning Vision Transformers	Mar 19, 2024	Adversarial Defense	CodeCode Available
MAD: Meta Adversarial Defense Benchmark	Sep 18, 2023	Adversarial DefenseFew-Shot Learning	CodeCode Available
Making Pre-trained Language Models both Task-solvers and Self-calibrators	Jul 21, 2023	Adversarial Defense	CodeCode Available
Shedding More Light on Robust Classifiers under the lens of Energy-based Models	Jul 8, 2024	Adversarial Defense	CodeCode Available
Masked Language Model Based Textual Adversarial Example Detection	Apr 18, 2023	Adversarial DefenseLanguage Modeling	CodeCode Available
White-Box Adversarial Defense via Self-Supervised Data Estimation	Sep 13, 2019	Adversarial DefenseSelf-Supervised Learning	CodeCode Available
MaskPure: Improving Defense Against Text Adversaries with Stochastic Purification	Jun 18, 2024	Adversarial DefenseDenoising	CodeCode Available
MMA Training: Direct Input Space Margin Maximization through Adversarial Training	Dec 6, 2018	Adversarial DefenseAdversarial Robustness	CodeCode Available
SimAug: Learning Robust Representations from 3D Simulation for Pedestrian Trajectory Prediction in Unseen Cameras	Apr 4, 2020	Adversarial AttackAdversarial Defense	CodeCode Available
Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients	Sep 28, 2020	Adversarial DefenseAdversarial Robustness	CodeCode Available
Adaptive Modeling Against Adversarial Attacks	Dec 23, 2021	Adversarial DefenseDeep Learning	CodeCode Available
Adversarial-Playground: A Visualization Suite Showing How Adversarial Examples Fool Deep Learning	Aug 1, 2017	Adversarial AttackAdversarial Defense	CodeCode Available

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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