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Towards Deep Learning Models Resistant to Adversarial Attacks

v1v2v3v4 (latest)

Towards Deep Learning Models Resistant to Adversarial Attacks

19 June 2017

Aleksander Madry

Aleksandar Makelov

Dimitris Tsipras

ArXiv (abs)PDF HTML Github (752★)

Papers citing "Towards Deep Learning Models Resistant to Adversarial Attacks"

50 / 7,066 papers shown

Calibrated Adversarial Sampling: Multi-Armed Bandit-Guided Generalization Against Unforeseen Attacks

Calibrated Adversarial Sampling: Multi-Armed Bandit-Guided Generalization Against Unforeseen Attacks

254

0

0

15 Nov 2025

AttackVLA: Benchmarking Adversarial and Backdoor Attacks on Vision-Language-Action Models

AttackVLA: Benchmarking Adversarial and Backdoor Attacks on Vision-Language-Action Models

329

0

0

15 Nov 2025

Rethinking Deep Alignment Through The Lens Of Incomplete Learning

Rethinking Deep Alignment Through The Lens Of Incomplete Learning

104

0

0

15 Nov 2025

Robustness of LLM-enabled vehicle trajectory prediction under data security threats

Robustness of LLM-enabled vehicle trajectory prediction under data security threats

141

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0

14 Nov 2025

Unsupervised Robust Domain Adaptation: Paradigm, Theory and Algorithm

Unsupervised Robust Domain Adaptation: Paradigm, Theory and Algorithm

247

0

0

14 Nov 2025

Enhancing Robustness of Offline Reinforcement Learning Under Data Corruption via Sharpness-Aware Minimization

Enhancing Robustness of Offline Reinforcement Learning Under Data Corruption via Sharpness-Aware Minimization

86

0

0

14 Nov 2025

Robust Bidirectional Associative Memory via Regularization Inspired by the Subspace Rotation Algorithm

Robust Bidirectional Associative Memory via Regularization Inspired by the Subspace Rotation Algorithm

124

0

0

14 Nov 2025

DeepDefense: Layer-Wise Gradient-Feature Alignment for Building Robust Neural Networks

DeepDefense: Layer-Wise Gradient-Feature Alignment for Building Robust Neural Networks

113

0

0

13 Nov 2025

Value-Aligned Prompt Moderation via Zero-Shot Agentic Rewriting for Safe Image Generation

Value-Aligned Prompt Moderation via Zero-Shot Agentic Rewriting for Safe Image Generation

145

0

0

12 Nov 2025

Breaking the Adversarial Robustness-Performance Trade-off in Text Classification via Manifold Purification

Breaking the Adversarial Robustness-Performance Trade-off in Text Classification via Manifold Purification

136

0

0

11 Nov 2025

Federated CLIP for Resource-Efficient Heterogeneous Medical Image Classification

Federated CLIP for Resource-Efficient Heterogeneous Medical Image Classification

VLM FedML MedIm

248

0

0

11 Nov 2025

Towards Provably Unlearnable Examples via Bayes Error Optimisation

Towards Provably Unlearnable Examples via Bayes Error Optimisation

261

0

0

11 Nov 2025

Speech Emotion Recognition with Phonation Excitation Information and Articulatory Kinematics

Speech Emotion Recognition with Phonation Excitation Information and Articulatory KinematicsComputer Vision and Pattern Recognition (CVPR), 2025

120

2

0

11 Nov 2025

SMiLE: Provably Enforcing Global Relational Properties in Neural Networks

SMiLE: Provably Enforcing Global Relational Properties in Neural Networks

Matteo Francobaldi

Michele Lombardi

151

0

0

10 Nov 2025

Verifying rich robustness properties for neural networks

Verifying rich robustness properties for neural networks

71

0

0

10 Nov 2025

EduGuardBench: A Holistic Benchmark for Evaluating the Pedagogical Fidelity and Adversarial Safety of LLMs as Simulated Teachers

EduGuardBench: A Holistic Benchmark for Evaluating the Pedagogical Fidelity and Adversarial Safety of LLMs as Simulated Teachers

156

0

0

10 Nov 2025

E2E-VGuard: Adversarial Prevention for Production LLM-based End-To-End Speech Synthesis

E2E-VGuard: Adversarial Prevention for Production LLM-based End-To-End Speech Synthesis

180

0

0

10 Nov 2025

Solving bilevel optimization via sequential minimax optimization

Solving bilevel optimization via sequential minimax optimization

100

1

0

10 Nov 2025

3D-ANC: Adaptive Neural Collapse for Robust 3D Point Cloud Recognition

3D-ANC: Adaptive Neural Collapse for Robust 3D Point Cloud Recognition

348

0

0

10 Nov 2025

Probably Approximately Global Robustness Certification

Probably Approximately Global Robustness Certification

Thomas Gärtner

163

0

0

09 Nov 2025

Adaptive Multi-view Graph Contrastive Learning via Fractional-order Neural Diffusion Networks

Adaptive Multi-view Graph Contrastive Learning via Fractional-order Neural Diffusion Networks

108

0

0

09 Nov 2025

IndirectAD: Practical Data Poisoning Attacks against Recommender Systems for Item Promotion

IndirectAD: Practical Data Poisoning Attacks against Recommender Systems for Item Promotion

149

0

0

08 Nov 2025

Runtime Safety Monitoring of Deep Neural Networks for Perception: A Survey

Runtime Safety Monitoring of Deep Neural Networks for Perception: A Survey

Albert Schotschneider

Svetlana Pavlitska

Johann Marius Zöllner

239

0

0

08 Nov 2025

Quantifying the Risk of Transferred Black Box Attacks

Quantifying the Risk of Transferred Black Box Attacks

Disesdi Susanna Cox

212

0

0

07 Nov 2025

MedFedPure: A Medical Federated Framework with MAE-based Detection and Diffusion Purification for Inference-Time Attacks

MedFedPure: A Medical Federated Framework with MAE-based Detection and Diffusion Purification for Inference-Time Attacks

Mohammad Karami

Mohammad Reza Nemati

Ali Mikaeili Barzili

310

0

0

07 Nov 2025

Deep learning models are vulnerable, but adversarial examples are even more vulnerable

Deep learning models are vulnerable, but adversarial examples are even more vulnerable

225

0

0

07 Nov 2025

Adversarially Robust and Interpretable Magecart Malware Detection

Adversarially Robust and Interpretable Magecart Malware Detection

280

0

0

06 Nov 2025

Trustworthy Quantum Machine Learning: A Roadmap for Reliability, Robustness, and Security in the NISQ Era

Trustworthy Quantum Machine Learning: A Roadmap for Reliability, Robustness, and Security in the NISQ Era

Ferhat Ozgur Catak

100

0

0

04 Nov 2025

Protecting the Neural Networks against FGSM Attack Using Machine Unlearning

Protecting the Neural Networks against FGSM Attack Using Machine Unlearning

Amir Hossein Khorasani

Maryam Rastgarpour

204

0

0

03 Nov 2025

Perturb a Model, Not an Image: Towards Robust Privacy Protection via Anti-Personalized Diffusion Models

Perturb a Model, Not an Image: Towards Robust Privacy Protection via Anti-Personalized Diffusion Models

Gyeong-Moon Park

215

0

0

03 Nov 2025

RLAC: Reinforcement Learning with Adversarial Critic for Free-Form Generation Tasks

RLAC: Reinforcement Learning with Adversarial Critic for Free-Form Generation Tasks

112

3

0

03 Nov 2025

A Generative Adversarial Approach to Adversarial Attacks Guided by Contrastive Language-Image Pre-trained Model

A Generative Adversarial Approach to Adversarial Attacks Guided by Contrastive Language-Image Pre-trained Model

640

0

0

03 Nov 2025

Adapt under Attack and Domain Shift: Unified Adversarial Meta-Learning and Domain Adaptation for Robust Automatic Modulation Classification

Adapt under Attack and Domain Shift: Unified Adversarial Meta-Learning and Domain Adaptation for Robust Automatic Modulation Classification

Amirmohammad Bamdad

104

0

0

03 Nov 2025

Probabilistic Robustness for Free? Revisiting Training via a Benchmark

Probabilistic Robustness for Free? Revisiting Training via a Benchmark

Siddartha Khastgir

424

1

0

03 Nov 2025

T-MLA: A Targeted Multiscale Log--Exponential Attack Framework for Neural Image Compression

T-MLA: A Targeted Multiscale Log--Exponential Attack Framework for Neural Image Compression

Nikolay I. Kalmykov

112

0

0

02 Nov 2025

Advancing Machine-Generated Text Detection from an Easy to Hard Supervision Perspective

Advancing Machine-Generated Text Detection from an Easy to Hard Supervision Perspective

Yiu-ming Cheung

180

0

0

02 Nov 2025

Parameter Interpolation Adversarial Training for Robust Image Classification

Parameter Interpolation Adversarial Training for Robust Image ClassificationIEEE Transactions on Information Forensics and Security (TIFS), 2025

John E. Hopcroft

140

8

0

02 Nov 2025

Trans-defense: Transformer-based Denoiser for Adversarial Defense with Spatial-Frequency Domain Representation

Trans-defense: Transformer-based Denoiser for Adversarial Defense with Spatial-Frequency Domain Representation

Utkarsh Srivastava

153

1

0

31 Oct 2025

C-LEAD: Contrastive Learning for Enhanced Adversarial Defense

C-LEAD: Contrastive Learning for Enhanced Adversarial Defense

152

1

0

31 Oct 2025

BlurGuard: A Simple Approach for Robustifying Image Protection Against AI-Powered Editing

BlurGuard: A Simple Approach for Robustifying Image Protection Against AI-Powered Editing

214

0

0

31 Oct 2025

ANCHOR: Integrating Adversarial Training with Hard-mined Supervised Contrastive Learning for Robust Representation Learning

ANCHOR: Integrating Adversarial Training with Hard-mined Supervised Contrastive Learning for Robust Representation Learning

Samarup Bhattacharya

Anubhab Bhattacharya

Abir Chakraborty

124

0

0

31 Oct 2025

Diffusion LLMs are Natural Adversaries for any LLM

Diffusion LLMs are Natural Adversaries for any LLM

Tom Wollschlager

Stephan Günnemann

193

0

0

31 Oct 2025

Fine-Grained Iterative Adversarial Attacks with Limited Computation Budget

Fine-Grained Iterative Adversarial Attacks with Limited Computation Budget

100

0

0

30 Oct 2025

ALMGuard: Safety Shortcuts and Where to Find Them as Guardrails for Audio-Language Models

ALMGuard: Safety Shortcuts and Where to Find Them as Guardrails for Audio-Language Models

110

0

0

30 Oct 2025

VISAT: Benchmarking Adversarial and Distribution Shift Robustness in Traffic Sign Recognition with Visual Attributes

VISAT: Benchmarking Adversarial and Distribution Shift Robustness in Traffic Sign Recognition with Visual Attributes

138

0

0

29 Oct 2025

Lipschitz-aware Linearity Grafting for Certified Robustness

Lipschitz-aware Linearity Grafting for Certified Robustness

120

0

0

29 Oct 2025

Bilevel Models for Adversarial Learning and A Case Study

Bilevel Models for Adversarial Learning and A Case Study

182

0

0

29 Oct 2025

Vanish into Thin Air: Cross-prompt Universal Adversarial Attacks for SAM2

Vanish into Thin Air: Cross-prompt Universal Adversarial Attacks for SAM2

176

6

0

28 Oct 2025

SPEAR++: Scaling Gradient Inversion via Sparsely-Used Dictionary Learning

SPEAR++: Scaling Gradient Inversion via Sparsely-Used Dictionary Learning

Alexander Bakarsky

Dimitar I. Dimitrov

Maximilian Baader

92

0

0

28 Oct 2025

Enhancing CLIP Robustness via Cross-Modality Alignment

Enhancing CLIP Robustness via Cross-Modality Alignment

263

0

0

28 Oct 2025

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