{"url":"/dataset/leaf-benchmark","name":"LEAF Benchmark","full_name":null,"description_markdown":"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.\r\n\r\nSource: [LEAF: A Benchmark for Federated Settings](/paper/leaf-a-benchmark-for-federated-settings)","description_withheld":null,"homepage":"https://leaf.cmu.edu","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/leaf-a-benchmark-for-federated-settings","title":"LEAF: A Benchmark for Federated Settings","first_author":"Sebastian Caldas","url":null},"license":null,"modalities":[],"tasks":[{"name":"Federated Learning","url":"/task/federated-learning","datasets_with_task":"/datasets/task/federated-learning"},{"name":"Multi-Task Learning","url":"/task/multi-task-learning","datasets_with_task":"/datasets/task/multi-task-learning"},{"name":"Traffic Classification","url":"/task/traffic-classification","datasets_with_task":"/datasets/task/traffic-classification"}],"languages":[],"variants":["LEAF Benchmark"],"data_loaders":[],"num_papers_in_archive":19,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}