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Federated Learning datasets

archive 2025-07-28

10 datasets carry the task tag "Federated Learning" (the task itself: Federated Learning), ordered by the archive's paper count. Page 1 of 1: 10 shown of 10. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Federated Learning datasets 1–10 of 10

Cityscapes

Cityscapes is a large-scale database which focuses on semantic understanding of urban street scenes.

Images Semantic Segmentation Image Generation 2D Semantic Segmentation Instance Segmentation Scene Parsing Image-to-Image Translation+27 tasks

3,702 papers · 51 benchmarks

Speech Commands

Speech Commands is an audio dataset of spoken words designed to help train and evaluate keyword spotting systems .

Audio Speech Speech Recognition Time Series Analysis Audio Classification Federated Learning Keyword Spotting

392 papers · 4 benchmarks

SAMSum

A new dataset with abstractive dialogue summaries.

Texts Text Summarization Abstractive Text Summarization Federated Learning Summarization dialogue summary Abstractive Dialogue Summarization

145 papers · 4 benchmarks

SMM4H (Social Media Mining for Health Shared Task)

Social Media Mining for Health (SMM4H) Shared Task is a massive data source for biomedical and public health applications.

Language Modelling Federated Learning Multi-class Classification

41 papers · 0 benchmarks

LEAF Benchmark

A suite of open-source federated datasets, a rigorous evaluation framework, and a set of reference implementations, all geared towards capturing the obstacles and intricacies of practical federated environments.

Federated Learning Multi-Task Learning Traffic Classification

19 papers · 0 benchmarks

UniMiB SHAR

Includes 11,771 samples of both human activities and falls performed by 30 subjects of ages ranging from 18 to 60 years.

Activity Recognition Federated Learning Multi-Goal Reinforcement Learning

4 papers · 0 benchmarks

CC-19

CC-19 is a small new dataset related to the latest family of coronavirus i.e.

Images Federated Learning Computed Tomography (CT)

3 papers · 0 benchmarks

FedTADBench

FedTADBench is a federated time series anomaly detection benchmark.

Time series Anomaly Detection Time Series Analysis Federated Learning Time Series Anomaly Detection

1 paper · 0 benchmarks

Street Dataset

A real-world image dataset that contains more than 900 images generated from 26 street cameras and 7 object categories annotated with detailed bounding box.

Object Detection Federated Learning

1 paper · 0 benchmarks

adVFed (Tencent Federated Advertising CVR Dataset)

Natural Vertical Partitioned CVR Dataset for Vertical Federated Learning This Dataset repo provides 2 industrial CVR Dataset for VFL research.

Tabular Federated Learning

1 paper · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.

Federated Learning datasets

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

Federated Learning datasets 1–10 of 10