Pre-registration: replication of coverage-aware chain ordering (FedDAC-Order) on CIFAR-100 with ResNet-18 and FEMNIST

Pre-registration of a replication experiment for the study 'Grouping or Ordering? Coverage-Aware Sequential Federated Learning under Label Skew'. The plan (REPLICATION_PLAN.md), the analysis script and the job grids were fixed at commit eab3876c1239249223e9864f35d4744294aa5b97 of the study repository before any replication run; this record timestamps them. Primary hypothesis: FedDAC-Order exceeds random grouping with random chain order in final test accuracy (exact two-sided Wilcoxon, Holm over three settings). Settings: CIFAR-100 with ResNet-18 (N = 50), FEMNIST with its natural partition by writer (N = 50 and N = 100). Code and results of the study: Zenodo DOI 10.5281/zenodo.22965988.

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Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-28
DOI
https://doi.org/10.5281/zenodo.23722973
Primary Topic
Privacy-Preserving Technologies in Data
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article
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article

Pre-registration: replication of coverage-aware chain ordering (FedDAC-Order) on CIFAR-100 with ResNet-18 and FEMNIST

Norziana Jamil, Zuhaira Muhammad Zain, Wed Akeel Awadh, Ezedin Baraka et al.
2 links
Zenodo (CERN European Organization for Nuclear Research)
Privacy-Preserving Technologies in Data
article

Pre-registration: replication of coverage-aware chain ordering (FedDAC-Order) on CIFAR-100 with ResNet-18 and FEMNIST

Norziana Jamil, Zuhaira Muhammad Zain, Wed Akeel Awadh, Ezedin Baraka, Alasady Ali Salah
article en

Abstract

Pre-registration of a replication experiment for the study 'Grouping or Ordering? Coverage-Aware Sequential Federated Learning under Label Skew'. The plan (REPLICATION_PLAN.md), the analysis script and the job grids were fixed at commit eab3876c1239249223e9864f35d4744294aa5b97 of the study repository before any replication run; this record timestamps them. Primary hypothesis: FedDAC-Order exceeds random grouping with random chain order in final test accuracy (exact two-sided Wilcoxon, Holm over three settings). Settings: CIFAR-100 with ResNet-18 (N = 50), FEMNIST with its natural partition by writer (N = 50 and N = 100). Code and results of the study: Zenodo DOI 10.5281/zenodo.22965988.

Zenodo (CERN European Organization for Nuclear Research)
Princess Nourah bint Abdulrahman University (SA), University of Basrah (IQ), United Arab Emirates University (AE), Universiti Tenaga Nasional (MY)
Openalex Percentile: Top 14%
Privacy-Preserving Technologies in Data
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Pre-registration: replication of coverage-aware chain ordering (FedDAC-Order) on CIFAR-100 with ResNet-18 and FEMNIST — Norziana Jamil, Zuhaira Muhammad Zain, et al. · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS