# Batch effect transfer on Murine pancreas scRNA-seq (held-out donors) Source: [Batch effect transfer on Murine pancreas scRNA-seq (held-out donors)]() Collection index: [llms.txt]() Data updated: 2026-03-06T07:48:32.005Z Evaluation of batch effect transfer performance on the Murine pancreas single-cell RNA sequencing dataset, specifically using held-out donors, measured by MMD distance. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Batch effect transfer | | Dataset (including any stated split) | Murine pancreas scRNA-seq (held-out donors) | | Metric | MMD Distance | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 8 of 8 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MMD Distance](): Lower is better; unit: SCALAR. ## Recorded results | Method | MMD Distance | Result date | Report paper | | --- | --- | --- | --- | | Energy | 0.0639 | Not recorded | 69aa5f682d603e6de3e4173d | | FM | 0.0733 | Not recorded | 69aa5f682d603e6de3e4173d | | Harmony | 0.0903 | Not recorded | 69aa5f682d603e6de3e4173d | | SWD | 0.1164 | Not recorded | 69aa5f682d603e6de3e4173d | | FM | 0.2429 | Not recorded | 69aa5f682d603e6de3e4173d | | SWD | 0.316 | Not recorded | 69aa5f682d603e6de3e4173d | | Energy | 0.4 | Not recorded | 69aa5f682d603e6de3e4173d | | scVI | 0.9074 | Not recorded | 69aa5f682d603e6de3e4173d | ### Energy MMD Distance: 0.0639. Result ID: 69aa86a26dbb7075b9540770. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning protocol":"Any-to-any"}. This record does not assert independent reproduction. ### FM MMD Distance: 0.0733. Result ID: 69aa86a26dbb7075b9540772. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning protocol":"Any-to-any"}. This record does not assert independent reproduction. ### Harmony MMD Distance: 0.0903. Result ID: 69aa86a26dbb7075b9540774. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SWD MMD Distance: 0.1164. Result ID: 69aa86a26dbb7075b954076e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning protocol":"Any-to-any"}. This record does not assert independent reproduction. ### FM MMD Distance: 0.2429. Result ID: 69aa86a26dbb7075b9540771. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning protocol":"K-to-K"}. This record does not assert independent reproduction. ### SWD MMD Distance: 0.316. Result ID: 69aa86a26dbb7075b954076d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning protocol":"K-to-K"}. This record does not assert independent reproduction. ### Energy MMD Distance: 0.4. Result ID: 69aa86a26dbb7075b954076f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Conditioning protocol":"K-to-K"}. This record does not assert independent reproduction. ### scVI MMD Distance: 0.9074. Result ID: 69aa86a26dbb7075b9540773. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.