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Nature methods15(12), 1053–1058 (2018)

5 Pith papers cite this work. Polarity classification is still indexing.

5 Pith papers citing it

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2026 5

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Flow Matching for Count Data

stat.ML · 2026-05-08 · unverdicted · novelty 7.0

Count-FM is a new flow-matching method for count data based on birth-death processes that achieves better sample quality with fewer parameters than baselines on simulations and real scRNA-seq and spike-train data.

Donor-Aware scRNA-seq Benchmarks for IBD Classification

q-bio.QM · 2026-05-05 · unverdicted · novelty 4.0

Donor-aware benchmarks show AUROCs up to 0.978 for IBD classification from scRNA-seq using CLR cell-type compositions and GatedStructuralCFN embeddings, with compartment stratification improving both performance and feature stability.

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  • Flow Matching for Count Data stat.ML · 2026-05-08 · unverdicted · none · ref 15

    Count-FM is a new flow-matching method for count data based on birth-death processes that achieves better sample quality with fewer parameters than baselines on simulations and real scRNA-seq and spike-train data.