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 401–425 of 1746 papers

Title	Date	Tasks	Status
Unveiling the Role of Randomization in Multiclass Adversarial Classification: Insights from Graph Theory	Mar 18, 2025	Adversarial RobustnessBinary Classification	—Unverified
Evolution-based Region Adversarial Prompt Learning for Robustness Enhancement in Vision-Language Models	Mar 17, 2025	Adversarial RobustnessPrompt Learning	CodeCode Available
Robust Dataset Distillation by Matching Adversarial Trajectories	Mar 15, 2025	Adversarial RobustnessDataset Distillation	—Unverified
Robustness Tokens: Towards Adversarial Robustness of Transformers	Mar 13, 2025	Adversarial Robustness	CodeCode Available
Quantitative Analysis of Deeply Quantized Tiny Neural Networks Robust to Adversarial Attacks	Mar 12, 2025	Adversarial RobustnessQuantization	—Unverified
FairDeFace: Evaluating the Fairness and Adversarial Robustness of Face Obfuscation Methods	Mar 11, 2025	Adversarial RobustnessFace Detection	CodeCode Available
Life-Cycle Routing Vulnerabilities of LLM Router	Mar 9, 2025	Adversarial Robustness	—Unverified
Long-tailed Adversarial Training with Self-Distillation	Mar 9, 2025	Adversarial Robustness	—Unverified
MMARD: Improving the Min-Max Optimization Process in Adversarial Robustness Distillation	Mar 9, 2025	Adversarial Robustness	—Unverified
Adversarial Robustness of Discriminative Self-Supervised Learning in Vision	Mar 8, 2025	Adversarial RobustnessLinear evaluation	—Unverified
Exploring Adversarial Transferability between Kolmogorov-arnold Networks	Mar 8, 2025	Adversarial RobustnessKolmogorov-Arnold Networks	—Unverified
Transformer Meets Twicing: Harnessing Unattended Residual Information	Mar 2, 2025	Adversarial Robustnessimage-classification	CodeCode Available
Adversarial Robustness in Parameter-Space Classifiers	Feb 27, 2025	Adversarial Robustness	—Unverified
Evaluation of Hate Speech Detection Using Large Language Models and Geographical Contextualization	Feb 26, 2025	Adversarial RobustnessBinary Classification	CodeCode Available
Improved Diffusion-based Generative Model with Better Adversarial Robustness	Feb 24, 2025	Adversarial RobustnessDenoising	CodeCode Available
Emoti-Attack: Zero-Perturbation Adversarial Attacks on NLP Systems via Emoji Sequences	Feb 24, 2025	Adversarial AttackAdversarial Robustness	—Unverified
Mixup Model Merge: Enhancing Model Merging Performance through Randomized Linear Interpolation	Feb 21, 2025	Adversarial RobustnessData Augmentation	CodeCode Available
Probabilistic Robustness in Deep Learning: A Concise yet Comprehensive Guide	Feb 20, 2025	Adversarial RobustnessBenchmarking	—Unverified
Generalization Certificates for Adversarially Robust Bayesian Linear Regression	Feb 20, 2025	Adversarial RobustnessBayesian Inference	—Unverified
Adversarial Alignment for LLMs Requires Simpler, Reproducible, and More Measurable Objectives	Feb 17, 2025	Adversarial Robustness	—Unverified
Rethinking Audio-Visual Adversarial Vulnerability from Temporal and Modality Perspectives	Feb 17, 2025	Adversarial Robustnessaudio-visual learning	—Unverified
On the Promise for Assurance of Differentiable Neurosymbolic Reasoning Paradigms	Feb 13, 2025	Adversarial Robustness	—Unverified
General Coded Computing: Adversarial Settings	Feb 12, 2025	Adversarial Robustness	—Unverified
RoMA: Robust Malware Attribution via Byte-level Adversarial Training with Global Perturbations and Adversarial Consistency Regularization	Feb 11, 2025	Adversarial RobustnessMalware Detection	—Unverified
A Survey on Explainable Deep Reinforcement Learning	Feb 8, 2025	Adversarial RobustnessDecision Making	—Unverified

Show:10 25 50

← PrevPage 17 of 70Next →

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