ポイズニング

A Backdoor Approach with Inverted Labels Using Dirty Label-Flipping Attacks

Authors: Orson Mengara | Published: 2024-03-29 | Updated: 2024-04-07
データセット生成
バックドア攻撃
ポイズニング

Resilience in Online Federated Learning: Mitigating Model-Poisoning Attacks via Partial Sharing

Authors: Ehsan Lari, Reza Arablouei, Vinay Chakravarthi Gogineni, Stefan Werner | Published: 2024-03-19 | Updated: 2024-08-16
ポイズニング
通信効率
連合学習

Backdoor Secrets Unveiled: Identifying Backdoor Data with Optimized Scaled Prediction Consistency

Authors: Soumyadeep Pal, Yuguang Yao, Ren Wang, Bingquan Shen, Sijia Liu | Published: 2024-03-15
ウォーターマーキング
バックドア攻撃
ポイズニング

Visual Privacy Auditing with Diffusion Models

Authors: Kristian Schwethelm, Johannes Kaiser, Moritz Knolle, Daniel Rueckert, Georgios Kaissis, Alexander Ziller | Published: 2024-03-12
ウォーターマーキング
ポイズニング
再構築耐久性

Poisoning Programs by Un-Repairing Code: Security Concerns of AI-generated Code

Authors: Cristina Improta | Published: 2024-03-11
セキュリティ分析
バックドア攻撃
ポイズニング

Provable Mutual Benefits from Federated Learning in Privacy-Sensitive Domains

Authors: Nikita Tsoy, Anna Mihalkova, Teodora Todorova, Nikola Konstantinov | Published: 2024-03-11 | Updated: 2024-11-07
ポイズニング
最適化問題
連合学習

Fake or Compromised? Making Sense of Malicious Clients in Federated Learning

Authors: Hamid Mozaffari, Sunav Choudhary, Amir Houmansadr | Published: 2024-03-10
バックドア攻撃
ポイズニング
悪意のあるクライアント

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

Mitigating Label Flipping Attacks in Malicious URL Detectors Using Ensemble Trees

Authors: Ehsan Nowroozi, Nada Jadalla, Samaneh Ghelichkhani, Alireza Jolfaei | Published: 2024-03-05
バックドア攻撃
ポイズニング
防御手法

Federated Learning Under Attack: Exposing Vulnerabilities through Data Poisoning Attacks in Computer Networks

Authors: Ehsan Nowroozi, Imran Haider, Rahim Taheri, Mauro Conti | Published: 2024-03-05
バックドア攻撃
ポイズニング
連合学習