CARVE provides a unified Python and R tool for resampling-based clustering validation, stability diagnostics, and consensus labeling that outperforms classical CVIs on synthetic benchmarks and genomics/proteomics data.
Are machine learning interpretations reliable? a stability study on global interpretations.arXiv preprint arXiv:2505.15728, 2025
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MEDAL distills manifold embeddings into autoencoders to enable out-of-sample extension and held-out validation of dimension reduction methods.
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MEDAL: Manifold Embedding Distillation via Autoencoder Learning
MEDAL distills manifold embeddings into autoencoders to enable out-of-sample extension and held-out validation of dimension reduction methods.