Adversarial Robustness

Adversarial Robustness evaluates the vulnerabilities of machine learning models under various types of adversarial attacks.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–175 of 1746 papers

Title	Date	Tasks	Status	Hype
Adversarial Robustness for Deep Learning-based Wildfire Prediction Models	Dec 28, 2024	Adversarial AttackAdversarial Robustness	—Unverified	0
Standard-Deviation-Inspired Regularization for Improving Adversarial Robustness	Dec 27, 2024	Adversarial Robustness	—Unverified	0
Enhancing Adversarial Robustness of Deep Neural Networks Through Supervised Contrastive Learning	Dec 27, 2024	Adversarial RobustnessContrastive Learning	—Unverified	0
Imperceptible Adversarial Attacks on Point Clouds Guided by Point-to-Surface Field	Dec 26, 2024	Adversarial RobustnessAttribute	—Unverified	0
Evaluating the Adversarial Robustness of Detection Transformers	Dec 25, 2024	Adversarial RobustnessAutonomous Driving	—Unverified	0
Efficient Contrastive Explanations on Demand	Dec 24, 2024	Adversarial Robustness	CodeCode Available	0
On the Local Complexity of Linear Regions in Deep ReLU Networks	Dec 24, 2024	Adversarial Robustness	—Unverified	0
Adversarial Robustness through Dynamic Ensemble Learning	Dec 20, 2024	Adversarial AttackAdversarial Robustness	—Unverified	0
Training Graph Neural Networks Using Non-Robust Samples	Dec 19, 2024	Adversarial RobustnessGraph Neural Network	—Unverified	0
Holistic Adversarially Robust Pruning	Dec 19, 2024	Adversarial Robustness	—Unverified	0
Targeted View-Invariant Adversarial Perturbations for 3D Object Recognition	Dec 17, 2024	3D Object RecognitionAdversarial Robustness	CodeCode Available	0
Human-in-the-Loop Generation of Adversarial Texts: A Case Study on Tibetan Script	Dec 17, 2024	Adversarial AttackAdversarial Robustness	CodeCode Available	1
A3E: Aligned and Augmented Adversarial Ensemble for Accurate, Robust and Privacy-Preserving EEG Decoding	Dec 16, 2024	Adversarial RobustnessBrain Computer Interface	—Unverified	0
Towards Adversarial Robustness of Model-Level Mixture-of-Experts Architectures for Semantic Segmentation	Dec 16, 2024	Adversarial RobustnessMixture-of-Experts	CodeCode Available	0
Learning Robust and Privacy-Preserving Representations via Information Theory	Dec 15, 2024	Adversarial RobustnessAttribute	CodeCode Available	0
Improving Graph Neural Networks via Adversarial Robustness Evaluation	Dec 14, 2024	Adversarial Robustness	—Unverified	0
On Adversarial Robustness and Out-of-Distribution Robustness of Large Language Models	Dec 13, 2024	Adversarial RobustnessNatural Language Inference	CodeCode Available	0
Adversarial Robustness of Bottleneck Injected Deep Neural Networks for Task-Oriented Communication	Dec 13, 2024	Adversarial Robustness	CodeCode Available	1
Grimm: A Plug-and-Play Perturbation Rectifier for Graph Neural Networks Defending against Poisoning Attacks	Dec 11, 2024	Adversarial RobustnessClassification	—Unverified	0
DeMem: Privacy-Enhanced Robust Adversarial Learning via De-Memorization	Dec 8, 2024	Adversarial RobustnessMemorization	CodeCode Available	0
Understanding the Impact of Graph Reduction on Adversarial Robustness in Graph Neural Networks	Dec 8, 2024	Adversarial Robustness	—Unverified	0
Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics	Dec 7, 2024	Adversarial RobustnessDeepFake Detection	—Unverified	0
GenMix: Effective Data Augmentation with Generative Diffusion Model Image Editing	Dec 3, 2024	Adversarial RobustnessData Augmentation	—Unverified	0
TSCheater: Generating High-Quality Tibetan Adversarial Texts via Visual Similarity	Dec 3, 2024	Adversarial RobustnessAdversarial Text	CodeCode Available	0
IQA-Adapter: Exploring Knowledge Transfer from Image Quality Assessment to Diffusion-based Generative Models	Dec 2, 2024	Adversarial RobustnessConditional Image Generation	CodeCode Available	1

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All datasets AdvGLUE CIFAR-10 ImageNet ImageNet-A ImageNet-C Stylized ImageNet CIFAR-100

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DeBERTa (single model)	Accuracy	0.61	—	Unverified
2	ALBERT (single model)	Accuracy	0.59	—	Unverified
3	T5 (single model)	Accuracy	0.57	—	Unverified
4	SMART_RoBERTa (single model)	Accuracy	0.54	—	Unverified
5	FreeLB (single model)	Accuracy	0.5	—	Unverified
6	RoBERTa (single model)	Accuracy	0.5	—	Unverified
7	InfoBERT (single model)	Accuracy	0.46	—	Unverified
8	ELECTRA (single model)	Accuracy	0.42	—	Unverified
9	BERT (single model)	Accuracy	0.34	—	Unverified
10	SMART_BERT (single model)	Accuracy	0.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Mixed classifier	Accuracy	95.23	—	Unverified
2	Stochastic-LWTA/PGD/WideResNet-34-10	Accuracy	92.26	—	Unverified
3	Stochastic-LWTA/PGD/WideResNet-34-5	Accuracy	91.88	—	Unverified
4	GLOT-DR	Accuracy	84.13	—	Unverified
5	TRADES-ANCRA/ResNet18	Accuracy	81.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet-50 (SGD, Cosine)	Accuracy	77.4	—	Unverified
2	ResNet-50 (SGD, Step)	Accuracy	76.9	—	Unverified
3	DeiT-S (AdamW, Cosine)	Accuracy	76.8	—	Unverified
4	ResNet-50 (AdamW, Cosine)	Accuracy	76.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeiT-S (AdamW, Cosine)	Accuracy	12.2	—	Unverified
2	ResNet-50 (SGD, Cosine)	Accuracy	3.3	—	Unverified
3	ResNet-50 (SGD, Step)	Accuracy	3.2	—	Unverified
4	ResNet-50 (AdamW, Cosine)	Accuracy	3.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet-50 (AdamW, Cosine)	mean Corruption Error (mCE)	59.3	—	Unverified
2	ResNet-50 (SGD, Step)	mean Corruption Error (mCE)	57.9	—	Unverified
3	ResNet-50 (SGD, Cosine)	mean Corruption Error (mCE)	56.9	—	Unverified
4	DeiT-S (AdamW, Cosine)	mean Corruption Error (mCE)	48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeiT-S (AdamW, Cosine)	Accuracy	13	—	Unverified
2	ResNet-50 (SGD, Cosine)	Accuracy	8.4	—	Unverified
3	ResNet-50 (SGD, Step)	Accuracy	8.3	—	Unverified
4	ResNet-50 (AdamW, Cosine)	Accuracy	8.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Mixed Classifier	Clean Accuracy	85.21	—	Unverified
2	ResNet18/MART-ANCRA	Clean Accuracy	60.1	—	Unverified