Defense Method

Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning

Authors: Emre Ozfatura, Kerem Ozfatura, Alptekin Kupcu, Deniz Gunduz | Published: 2024-04-09
Poisoning
Attack Method
Defense Method

Precision Guided Approach to Mitigate Data Poisoning Attacks in Federated Learning

Authors: K Naveen Kumar, C Krishna Mohan, Aravind Machiry | Published: 2024-04-05
Poisoning
Federated Learning
Defense Method

Adversarial Attacks and Defenses in Fault Detection and Diagnosis: A Comprehensive Benchmark on the Tennessee Eastman Process

Authors: Vitaliy Pozdnyakov, Aleksandr Kovalenko, Ilya Makarov, Mikhail Drobyshevskiy, Kirill Lukyanov | Published: 2024-03-20 | Updated: 2024-06-07
Attack Method
Adversarial Example
Defense Method

AdaShield: Safeguarding Multimodal Large Language Models from Structure-based Attack via Adaptive Shield Prompting

Authors: Yu Wang, Xiaogeng Liu, Yu Li, Muhao Chen, Chaowei Xiao | Published: 2024-03-14
Prompt Injection
Structural Attack
Defense Method

EdgeLeakage: Membership Information Leakage in Distributed Edge Intelligence Systems

Authors: Kongyang Chen, Yi Lin, Hui Luo, Bing Mi, Yatie Xiao, Chao Ma, Jorge Sá Silva | Published: 2024-03-08
Watermarking
Membership Inference
Defense Method

Enhancing Security in Federated Learning through Adaptive Consensus-Based Model Update Validation

Authors: Zahir Alsulaimawi | Published: 2024-03-05
Poisoning
Federated Learning
Defense Method

Mitigating Label Flipping Attacks in Malicious URL Detectors Using Ensemble Trees

Authors: Ehsan Nowroozi, Nada Jadalla, Samaneh Ghelichkhani, Alireza Jolfaei | Published: 2024-03-05
Backdoor Attack
Poisoning
Defense Method

DECOR: Enhancing Logic Locking Against Machine Learning-Based Attacks

Authors: Yinghua Hu, Kaixin Yang, Subhajit Dutta Chowdhury, Pierluigi Nuzzo | Published: 2024-03-04
Watermarking
Watermark Robustness
Defense Method

Improving behavior based authentication against adversarial attack using XAI

Authors: Dong Qin, George Amariucai, Daji Qiao, Yong Guan | Published: 2024-02-26 | Updated: 2024-03-10
Adversarial Training
Feature Selection Method
Defense Method

A Comprehensive Study of Jailbreak Attack versus Defense for Large Language Models

Authors: Zihao Xu, Yi Liu, Gelei Deng, Yuekang Li, Stjepan Picek | Published: 2024-02-21 | Updated: 2024-05-17
LLM Security
Prompt Injection
Defense Method