Adversarial attack

Fundamental Limits of Membership Inference Attacks on Machine Learning Models

Authors: Eric Aubinais, Elisabeth Gassiat, Pablo Piantanida | Published: 2023-10-20 | Updated: 2025-05-12
Membership Inference
Adversarial attack
Machine Learning Method
2023.10.20 2025.05.28
Literature Database

An LLM can Fool Itself: A Prompt-Based Adversarial Attack

Authors: Xilie Xu, Keyi Kong, Ning Liu, Lizhen Cui, Di Wang, Jingfeng Zhang, Mohan Kankanhalli | Published: 2023-10-20
Prompt Injection
Malicious Prompt
Adversarial attack
2023.10.20 2025.05.28
Literature Database

On existence, uniqueness and scalability of adversarial robustness measures for AI classifiers

Authors: Illia Horenko | Published: 2023-10-19 | Updated: 2023-11-15
Adversarial attack
Optimization Methods
Machine Learning Method
2023.10.19 2025.05.28
Literature Database

Catastrophic Jailbreak of Open-source LLMs via Exploiting Generation

Authors: Yangsibo Huang, Samyak Gupta, Mengzhou Xia, Kai Li, Danqi Chen | Published: 2023-10-10
Prompt Injection
Attack Evaluation
Adversarial attack
2023.10.10 2025.05.28
Literature Database

Outlier Robust Adversarial Training

Authors: Shu Hu, Zhenhuan Yang, Xin Wang, Yiming Ying, Siwei Lyu | Published: 2023-09-10
Convergence Property
Loss Term
Adversarial attack
2023.09.10 2025.05.28
Literature Database

DAD++: Improved Data-free Test Time Adversarial Defense

Authors: Gaurav Kumar Nayak, Inder Khatri, Shubham Randive, Ruchit Rawal, Anirban Chakraborty | Published: 2023-09-10
Adversarial Example
Adversarial attack
Defense Method
2023.09.10 2025.05.28
Literature Database

Adversarially Robust Deep Learning with Optimal-Transport-Regularized Divergences

Authors: Jeremiah Birrell, Mohammadreza Ebrahimi | Published: 2023-09-07
Malicious Demo Construction
Adversarial attack
Defense Method
2023.09.07 2025.05.28
Literature Database

Non-Asymptotic Bounds for Adversarial Excess Risk under Misspecified Models

Authors: Changyu Liu, Yuling Jiao, Junhui Wang, Jian Huang | Published: 2023-09-02
Convergence Property
Loss Term
Adversarial attack
2023.09.02 2025.05.28
Literature Database

The Power of MEME: Adversarial Malware Creation with Model-Based Reinforcement Learning

Authors: Maria Rigaki, Sebastian Garcia | Published: 2023-08-31
Reinforcement Learning
Malicious Demo Construction
Adversarial attack
2023.08.31 2025.05.28
Literature Database

A Comparison of Adversarial Learning Techniques for Malware Detection

Authors: Pavla Louthánová, Matouš Kozák, Martin Jureček, Mark Stamp | Published: 2023-08-19
Malware Detection
Adversarial Example
Adversarial attack
2023.08.19 2025.05.28
Literature Database
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