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Open Access

Peer-reviewed

Research Article

FedNolowe: A normalized loss-based weighted aggregation strategy for robust federated learning in heterogeneous environments

Duy-Dong Le,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Industrial University of Ho Chi Minh City (IUH), Ho Chi Minh City, Vietnam

https://orcid.org/0000-0001-7987-6627

⨯
Tuong-Nguyen Huynh ,

Roles Methodology, Supervision, Writing – review & editing

* E-mail: htnguyen@iuh.edu.vn

Affiliation Industrial University of Ho Chi Minh City (IUH), Ho Chi Minh City, Vietnam
⨯
Anh-Khoa Tran,

Roles Conceptualization, Methodology, Supervision, Writing – review & editing

Affiliation National Institute of Information and Communications Technology (NICT), Koganei, Japan
⨯
Minh-Son Dao,

Roles Supervision, Writing – review & editing

Affiliation National Institute of Information and Communications Technology (NICT), Koganei, Japan
⨯
Pham The Bao

Roles Supervision, Writing – review & editing

Affiliation Saigon University (SGU), Ho Chi Minh City, Vietnam
⨯

FedNolowe: A normalized loss-based weighted aggregation strategy for robust federated learning in heterogeneous environments

Duy-Dong Le,
Tuong-Nguyen Huynh,
Anh-Khoa Tran,
Minh-Son Dao,
Pham The Bao

x

Published: August 14, 2025
https://doi.org/10.1371/journal.pone.0322766

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