Evasion Attack

Evasion attacks target machine learning models by subtly altering input data to cause misclassification, aiming to assess and exploit model vulnerabilities. Current research focuses on developing increasingly sophisticated evasion techniques across diverse applications, including image generation, human motion prediction, software vulnerability detection, and power grid management, often employing techniques like adversarial training, reinforcement learning, and feature manipulation within various model architectures (e.g., deep neural networks, diffusion models, tree ensembles). Understanding and mitigating these attacks is crucial for ensuring the reliability and security of machine learning systems in safety-critical and security-sensitive domains.

Papers

November 6, 2024

Deferred Poisoning: Making the Model More Vulnerable via Hessian Singularization
Yuhao He, Jinyu Tian, Xianwei Zheng, Li Dong, Yuanman Li, Leo Yu Zhang, Jiantao Zhou
Full Model Poisoning Attack Evasion Attack Singularity Free

October 15, 2024

Taking off the Rose-Tinted Glasses: A Critical Look at Adversarial ML Through the Lens of Evasion Attacks
Kevin Eykholt, Farhan Ahmed, Pratik Vaishnavi, Amir Rahmati
Adversarial Attack Adversarial Learning Camera Lens Critical Review Adversarial Scenario Evasion Attack Adversarial Threat Adversarial Evasion Attack

September 29, 2024

BadHMP: Backdoor Attack against Human Motion Prediction
Chaohui Xu, Si Wang, Chip-Hong Chang
Fine Tuning Backdoor Attack Motion Prediction Human Motion Prediction Evasion Attack

August 21, 2024

Pixel Is Not A Barrier: An Effective Evasion Attack for Pixel-Domain Diffusion Models
Chun-Yen Shih, Li-Xuan Peng, Jia-Wei Liao, Ernie Chu, Cheng-Fu Chou, Jun-Cheng Chen
Diffusion Model Latent Diffusion Model Tetromino Pixel Knowledge Barrier Evasion Attack Diffusion Based Editing

July 27, 2024

EaTVul: ChatGPT-based Evasion Attack Against Software Vulnerability Detection
Shigang Liu, Di Cao, Junae Kim, Tamas Abraham, Paul Montague, Seyit Camtepe, Jun Zhang, Yang Xiang
Adversarial Attack Adversarial Example Robust Defense Evasion Attack Semantics Freshness

July 19, 2024

Data Poisoning: An Overlooked Threat to Power Grid Resilience
Nora Agah, Javad Mohammadi, Alex Aved, David Ferris, Erika Ardiles Cruz, Philip Morrone
Power Grid Data Poisoning Evasion Attack Adversarial Disturbance

May 6, 2024

Enhancing O-RAN Security: Evasion Attacks and Robust Defenses for Graph Reinforcement Learning-based Connection Management
Ravikumar Balakrishnan, Marius Arvinte, Nageen Himayat, Hosein Nikopour, Hassnaa Moustafa
Adversarial Attack Adversarial Learning Robust Defense Evasion Attack Open Radio Access Network RAN Architecture Jamming Attack

April 24, 2024

MISLEAD: Manipulating Importance of Selected features for Learning Epsilon in Evasion Attack Deception
Vidit Khazanchi, Pavan Kulkarni, Yuvaraj Govindarajulu, Manojkumar Parmar
Adversarial Attack Feature Wise Shapley Additive Explanation Evasion Attack

February 13, 2024

Faster Repeated Evasion Attacks in Tree Ensembles
Lorenzo Cascioli, Laurens Devos, Ondřej Kuželka, Jesse Davis
Adversarial Example Related Problem Tree Ensemble Evasion Attack Model Class

February 12, 2024

Topological safeguard for evasion attack interpreting the neural networks' behavior
Xabier Echeberria-Barrio, Amaia Gil-Lerchundi, Iñigo Mendialdua, Raul Orduna-Urrutia
Neural Network BEHAVIOR Explanation Evasion Attack L BFGS

December 11, 2023

MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks
Yuyang Zhou, Guang Cheng, Zongyao Chen, Shui Yu
Android Malware Adversarial Purification Evasion Attack Malware Datasets

October 27, 2023

DiffAttack: Evasion Attacks Against Diffusion-Based Adversarial Purification
Mintong Kang, Dawn Song, Bo Li
Adversarial Example Evasion Attack Diffusion Purification Gradient Obfuscation

October 5, 2023

OMG-ATTACK: Self-Supervised On-Manifold Generation of Transferable Evasion Attacks
Ofir Bar Tal, Adi Haviv, Amit H. Bermano
Native Robustness Adversarial Example Representation Learning Transferable Attack Evasion Attack Structured Generation

September 29, 2023

Toward Robust Recommendation via Real-time Vicinal Defense
Yichang Xu, Chenwang Wu, Defu Lian
Recommender System Real Time Evasion Attack Robust Recommendation Robust Learning Method

September 12, 2023

Generalized Attacks on Face Verification Systems
Ehsan Nazari, Paula Branco, Guy-Vincent Jourdan
Adversarial Attack Face Verification Evasion Attack Attack Framework

August 23, 2023

August 8, 2023

Pelta: Shielding Transformers to Mitigate Evasion Attacks in Federated Learning
Simon Queyrut, Yérom-David Bromberg, Valerio Schiavoni
Adversarial Example Transformer Megatron Decepticons Evasion Attack Malicious Sample Malicious Attack Novel Shielding Mechanism

June 29, 2023

Group-based Robustness: A General Framework for Customized Robustness in the Real World
Weiran Lin, Keane Lucas, Neo Eyal, Lujo Bauer, Michael K. Reiter, Mahmood Sharif
Real World General Framework Robustness Evaluation Attack Strategy Group Robustness Evasion Attack Enhanced Robustness Robust Unsupervised

June 27, 2023

Your Attack Is Too DUMB: Formalizing Attacker Scenarios for Adversarial Transferability
Marco Alecci, Mauro Conti, Francesco Marchiori, Luca Martinelli, Luca Pajola
Adversarial Sample Transferable Attack Evasion Attack Attacker Model

Evasion Attack

Papers

Deferred Poisoning: Making the Model More Vulnerable via Hessian Singularization

Taking off the Rose-Tinted Glasses: A Critical Look at Adversarial ML Through the Lens of Evasion Attacks

BadHMP: Backdoor Attack against Human Motion Prediction

Pixel Is Not A Barrier: An Effective Evasion Attack for Pixel-Domain Diffusion Models

EaTVul: ChatGPT-based Evasion Attack Against Software Vulnerability Detection

Data Poisoning: An Overlooked Threat to Power Grid Resilience

Enhancing O-RAN Security: Evasion Attacks and Robust Defenses for Graph Reinforcement Learning-based Connection Management

MISLEAD: Manipulating Importance of Selected features for Learning Epsilon in Evasion Attack Deception

Faster Repeated Evasion Attacks in Tree Ensembles

Topological safeguard for evasion attack interpreting the neural networks' behavior

MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks

DiffAttack: Evasion Attacks Against Diffusion-Based Adversarial Purification

OMG-ATTACK: Self-Supervised On-Manifold Generation of Transferable Evasion Attacks

Toward Robust Recommendation via Real-time Vicinal Defense

Generalized Attacks on Face Verification Systems

Sample Complexity of Robust Learning against Evasion Attacks

Does Physical Adversarial Example Really Matter to Autonomous Driving? Towards System-Level Effect of Adversarial Object Evasion Attack

Pelta: Shielding Transformers to Mitigate Evasion Attacks in Federated Learning

Group-based Robustness: A General Framework for Customized Robustness in the Real World

Your Attack Is Too DUMB: Formalizing Attacker Scenarios for Adversarial Transferability