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Using a paired t-test over all 1479 configurations, scCBGM-FM was found to significantly outperform CV AE-FM across the full intervention space (p-val<1e −10) for all metrics · 2023 · arXiv 4020.8832

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cs.LG 1

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2026 1

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UNVERDICTED 1

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scCBGM: Interpretable Single-Cell Counterfactual Editing

cs.LG · 2026-06-05 · unverdicted · novelty 6.0

scCBGM adapts concept bottleneck generative models with skip connections and cross-covariance penalties for single-cell data, enabling interpretable counterfactual editing and showing superior combinatorial generalization on real datasets via a new synthetic benchmark.

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  • scCBGM: Interpretable Single-Cell Counterfactual Editing cs.LG · 2026-06-05 · unverdicted · none · ref 14

    scCBGM adapts concept bottleneck generative models with skip connections and cross-covariance penalties for single-cell data, enabling interpretable counterfactual editing and showing superior combinatorial generalization on real datasets via a new synthetic benchmark.