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Manifold topological deep learning for biomedical data

Published: March 31, 2026 · Nature.com

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The study introduces manifold topological deep learning (MTDL) that extends topological deep learning to data on differentiable manifolds through de Rham-Hodge theory. MTDL outperforms competing methods on various biomedical imaging benchmarks.