Pre-registration: histogram budget of coverage-aware chain ordering (FedDAC-Order) under record-level differential privacy

Pre-registration of an experiment for the study 'Grouping or Ordering? Coverage-Aware Sequential Federated Learning under Label Skew'. Section 7 of ORDER_PLAN.md, the analysis script and the job grid were fixed at commit dde633521f3c50962ef1a61d43f51b94dc330020 of the study repository before any run of block L14; this record timestamps them. Primary hypothesis H5: at a total budget eps = 1 split as eps_h + eps_sgd, FedDAC-Order with the histogram budget eps_h selected on the validation split (from 0.05, 0.1, 0.25, 0.5) versus random grouping with random chain order (exact two-sided Wilcoxon over seeds 0-9, Holm over CIFAR-10 and MNIST), with a pre-stated reading of the deficit. Related pre-registration: 10.5281/zenodo.23722974. 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.23726866
Primary Topic
Privacy-Preserving Technologies in Data
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article
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article

Pre-registration: histogram budget of coverage-aware chain ordering (FedDAC-Order) under record-level differential privacy

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

Pre-registration: histogram budget of coverage-aware chain ordering (FedDAC-Order) under record-level differential privacy

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

Abstract

Pre-registration of an experiment for the study 'Grouping or Ordering? Coverage-Aware Sequential Federated Learning under Label Skew'. Section 7 of ORDER_PLAN.md, the analysis script and the job grid were fixed at commit dde633521f3c50962ef1a61d43f51b94dc330020 of the study repository before any run of block L14; this record timestamps them. Primary hypothesis H5: at a total budget eps = 1 split as eps_h + eps_sgd, FedDAC-Order with the histogram budget eps_h selected on the validation split (from 0.05, 0.1, 0.25, 0.5) versus random grouping with random chain order (exact two-sided Wilcoxon over seeds 0-9, Holm over CIFAR-10 and MNIST), with a pre-stated reading of the deficit. Related pre-registration: 10.5281/zenodo.23722974. 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: histogram budget of coverage-aware chain ordering (FedDAC-Order) under record-level differential privacy — Norziana Jamil, Zuhaira Muhammad Zain, et al. · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS