Nov 23, 2024 · It uses Diffie-Hellman (DH) key exchange to agree upon a session key, which is inherently vulnerable to active Man-in-the-Middle (MitM) attacks.
7 days ago · A breakthrough in federated learning security! We're thrilled to announce that our research paper, “CodeNexa: A Novel Security Framework for ...
7 days ago · Exciting Milestone Achieved! I am beyond thrilled to announce that our research paper, "CodeNexa: A Novel Security Framework for ...
CodeNexa: A Novel Security Framework for Federated Learning to Mitigate Man-in-the-Middle Attacks. J Pathmendre, K Yapa, S Rathnayake. 2024 IEEE 15th Annual ...
Publications (1). CodeNexa: A Novel Security Framework for Federated Learning to Mitigate Man-in-the-Middle Attacks · Conference Paper. October 2024. B.L.H. ...
In this paper, we present a hybrid learning-based method for the detection of poisoned/malicious parameter updates from malicious clients.
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Oct 17, 2024 · The proposed framework includes advanced security measures such as cryptographic protocols, secure data exchange, and continuous monitoring to ...
Missing: CodeNexa: Man-
Considering four distinct attack scenarios and three types of attacks, this framework is capable of targeting any popular conditional generator model, achieving ...
Jul 11, 2024 · This paper reviews the most representative and state-of-the-art threats and defense frameworks throughout the FL service life cycle.
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A novel defense mechanism named “Viceroy” was presented as a new federated optimization algorithm to mitigate free-riding attacks [38], while a P2P ...
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Learn How Artificial Intelligence Helps Security Operations Analysts Stay Ahead of Threats. IBM Machine Learning Technology Eliminates Time-Consuming Research Tasks w/Ease. See How. Remediate Threats.