Search Results for author: Mengen Luo

Found 3 papers, 0 papers with code

Bayesian Neural Network For Personalized Federated Learning Parameter Selection

no code implementations25 Feb 2024 Mengen Luo, Ercan Engin Kuruoglu

Federated learning's poor performance in the presence of heterogeneous data remains one of the most pressing issues in the field.

Personalized Federated Learning

Trustworthy Personalized Bayesian Federated Learning via Posterior Fine-Tune

no code implementations25 Feb 2024 Mengen Luo, Chi Xu, Ercan Engin Kuruoglu

Performance degradation owing to data heterogeneity and low output interpretability are the most significant challenges faced by federated learning in practical applications.

Out of Distribution (OOD) Detection Personalized Federated Learning

Deep Leakage from Model in Federated Learning

no code implementations10 Jun 2022 Zihao Zhao, Mengen Luo, Wenbo Ding

In this paper, we present two novel frameworks to demonstrate that transmitting model weights is also likely to leak private local data of clients, i. e., (DLM and DLM+), under the FL scenario.

Federated Learning

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