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FLamby — Federated Learning Benchmark for Healthcare (FLamby)

Benchmark suite of seven real-world medical datasets with natural silo splits for cross-silo federated learning (NeurIPS 2022, Datasets & Benchmarks).

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Dataset thumbnails from Table 1 of Ogier du Terrail et al., “FLamby”, NeurIPS 2022 Datasets & Benchmarks (arXiv:2210.04620).

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7 real-world medical datasets with natural institutional splits

Collected at

OwkinEPFLInriaÉcole Polytechnique · IP ParisUSCUC Berkeley

Research themes

Federated Learning

People

Shadi Albarqouni

International collaboration led by Owkin (Jean Ogier du Terrail) with EPFL, Inria, IP Paris, USC and UC Berkeley. Our lab contributed dataset preparation, benchmark design and federated evaluation.