Datasets › FEMNIST

FEMNIST (Federated Extended MNIST)

archive 2025-07-28

See paper:

Caldas, Sebastian, et al. "Leaf: A benchmark for federated settings." arXiv preprint arXiv:1812.01097 (2018).

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Personalized Federated Learning FEMNIST SuPerFed-MM Acc@1 85.20 Connecting Low-Loss Subspace for Personalized Federated Learning vaseline555/superfed 2 Compare
Image Classification FEMNIST pFedBreD_ns_mg Accuracy 70.34 Personalized Federated Learning with Hidden Information... — 1 Compare

Papers archive 2025-07-28

2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 16. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Personalized Federated Learning with Hidden Information on Personalized Prior 0 1 19 Nov 2022 not harvested
Connecting Low-Loss Subspace for Personalized Federated Learning 1 2 16 Sep 2021 ran 0 of 2 samples (2 unverified; 2 pointer-only for licence)

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • FEMNIST

1 variant name, as the archive lists them.

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