Practical Implementation of Federated Learning for Detecting Backdoor Attacks in a Next-word Prediction Model

Practical Implementation of Federated Learning for Detecting Backdoor Attacks in a Next-word Prediction Model

Abstract This article details the development of a next-word prediction model utilizing federated learning and introduces a mechanism for detecting backdoor attacks. Federated learning enables multiple devices to collaboratively train a shared model while retaining data locally. However, this decent...

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Bibliographic Details
Main Authors: Jimmy K. W. Wong, Ki Ki Chung, Yuen Wing Lo, Chun Yin Lai, Steve W. Y. Mung
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-82079-2
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