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.
Authors
- Norziana Jamil (ORCID: https://orcid.org/0000-0002-7363-1466)
- Zuhaira Muhammad Zain (ORCID: https://orcid.org/0000-0002-5973-387X)
- Wed Akeel Awadh (ORCID: https://orcid.org/0000-0003-2175-4437)
- Ezedin Baraka
- Alasady Ali Salah
Institutions
- Princess Nourah bint Abdulrahman University (SA)
- University of Basrah (IQ)
- United Arab Emirates University (AE)
- Universiti Tenaga Nasional (MY)
Publication Details
- Journal
- 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
- Type
- article
- Field-Weighted Citation Impact
- 0.00