Adversarial Defense

Competitions with currently unpublished results:

TrojAI

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 403 papers

Title	Date	Tasks	Status	Hype
Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach	Jul 14, 2025	Adversarial DefenseAdversarial Robustness	CodeCode Available	0
Active Adversarial Noise Suppression for Image Forgery Localization	Jun 15, 2025	Adversarial Defense	—Unverified	0
Sylva: Tailoring Personalized Adversarial Defense in Pre-trained Models via Collaborative Fine-tuning	Jun 4, 2025	Adversarial DefenseAdversarial Robustness	—Unverified	0
Towards Effective and Efficient Adversarial Defense with Diffusion Models for Robust Visual Tracking	May 31, 2025	Adversarial DefenseDenoising	CodeCode Available	0
Are classical deep neural networks weakly adversarially robust?	May 28, 2025	Adversarial DefenseAdversarial Robustness	—Unverified	0
Adversarially Robust AI-Generated Image Detection for Free: An Information Theoretic Perspective	May 28, 2025	Adversarial DefenseAttribute	—Unverified	0
A Framework for Adversarial Analysis of Decision Support Systems Prior to Deployment	May 27, 2025	Adversarial AttackAdversarial Defense	—Unverified	0
EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks	May 24, 2025	Adversarial DefenseDecision Making	—Unverified	0
Accidental Misalignment: Fine-Tuning Language Models Induces Unexpected Vulnerability	May 22, 2025	Adversarial DefenseSemantic Similarity	CodeCode Available	0
A Few Large Shifts: Layer-Inconsistency Based Minimal Overhead Adversarial Example Detection	May 19, 2025	Adversarial Attack DetectionAdversarial Defense	CodeCode Available	0
GenoArmory: A Unified Evaluation Framework for Adversarial Attacks on Genomic Foundation Models	May 16, 2025	Adversarial AttackAdversarial Defense	CodeCode Available	1
Lightweight Defense Against Adversarial Attacks in Time Series Classification	May 4, 2025	Adversarial DefenseData Augmentation	CodeCode Available	0
Hydra: An Agentic Reasoning Approach for Enhancing Adversarial Robustness and Mitigating Hallucinations in Vision-Language Models	Apr 19, 2025	Adversarial AttackAdversarial Defense	—Unverified	0
A Knowledge-guided Adversarial Defense for Resisting Malicious Visual Manipulation	Apr 11, 2025	Adversarial Defense	—Unverified	0
AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization	Apr 2, 2025	Adversarial DefenseAdversarial Robustness	—Unverified	0
Leveraging Generalizability of Image-to-Image Translation for Enhanced Adversarial Defense	Apr 2, 2025	Adversarial DefenseImage-to-Image Translation	—Unverified	0
Robust Deep Reinforcement Learning in Robotics via Adaptive Gradient-Masked Adversarial Attacks	Mar 26, 2025	Adversarial AttackAdversarial Defense	—Unverified	0
One Stone, Two Birds: Enhancing Adversarial Defense Through the Lens of Distributional Discrepancy	Mar 4, 2025	Adversarial Defense	CodeCode Available	0
Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features	Feb 23, 2025	Adversarial Defensebackdoor defense	—Unverified	0
ShieldLearner: A New Paradigm for Jailbreak Attack Defense in LLMs	Feb 16, 2025	Adversarial Defense	—Unverified	0
How vulnerable is my policy? Adversarial attacks on modern behavior cloning policies	Feb 6, 2025	Adversarial DefenseDenoising	—Unverified	0
Adversarial Masked Autoencoder Purifier with Defense Transferability	Jan 28, 2025	Adversarial DefenseAdversarial Robustness	—Unverified	0
VideoPure: Diffusion-based Adversarial Purification for Video Recognition	Jan 25, 2025	Adversarial DefenseAdversarial Purification	CodeCode Available	0
Gradient-Free Adversarial Purification with Diffusion Models	Jan 23, 2025	Adversarial DefenseAdversarial Purification	—Unverified	0
Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness	Jan 16, 2025	Adversarial DefenseAdversarial Robustness	—Unverified	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