防御手法

Model Inversion Robustness: Can Transfer Learning Help?

Authors: Sy-Tuyen Ho, Koh Jun Hao, Keshigeyan Chandrasegaran, Ngoc-Bao Nguyen, Ngai-Man Cheung | Published: 2024-05-09
プライバシー保護手法
メンバーシップ推論
防御手法

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

Authors: Ravikumar Balakrishnan, Marius Arvinte, Nageen Himayat, Hosein Nikopour, Hassnaa Moustafa | Published: 2024-05-06
物理攻撃
脅威モデリング
防御手法

An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape

Authors: Sifat Muhammad Abdullah, Aravind Cheruvu, Shravya Kanchi, Taejoong Chung, Peng Gao, Murtuza Jadliwala, Bimal Viswanath | Published: 2024-04-24
ポイズニング
透かし評価
防御手法

Multimodal Attack Detection for Action Recognition Models

Authors: Furkan Mumcu, Yasin Yilmaz | Published: 2024-04-13
DoS対策
敵対的訓練
防御手法

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
ポイズニング
攻撃手法
防御手法

Precision Guided Approach to Mitigate Data Poisoning Attacks in Federated Learning

Authors: K Naveen Kumar, C Krishna Mohan, Aravind Machiry | Published: 2024-04-05
ポイズニング
連合学習
防御手法

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
攻撃手法
敵対的サンプル
防御手法

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
プロンプトインジェクション
構造的攻撃
防御手法

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
ウォーターマーキング
メンバーシップ推論
防御手法

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

Authors: Zahir Alsulaimawi | Published: 2024-03-05
ポイズニング
連合学習
防御手法