# Perturbation Prediction on PDO (OOD) Source: [Perturbation Prediction on PDO (OOD)]() Collection index: [llms.txt]() Data updated: 2026-03-06T07:48:31.975Z Evaluation of model performance on Perturbation Prediction using the PDO (OOD) dataset, 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 | Perturbation Prediction | | Dataset (including any stated split) | PDO (OOD) | | Metric | MMD Distance | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 11 of 11 | | 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 | 0.0022 | Not recorded | 69aa5f682d603e6de3e4173d | | SWD | 0.0026 | Not recorded | 69aa5f682d603e6de3e4173d | | FM | 0.0053 | Not recorded | 69aa5f682d603e6de3e4173d | | Energy | 0.0191 | Not recorded | 69aa5f682d603e6de3e4173d | | SWD | 0.0197 | Not recorded | 69aa5f682d603e6de3e4173d | | FM | 0.0208 | Not recorded | 69aa5f682d603e6de3e4173d | | FM | 0.0227 | Not recorded | 69aa5f682d603e6de3e4173d | | SWD | 0.0259 | Not recorded | 69aa5f682d603e6de3e4173d | | scGen | 0.0265 | Not recorded | 69aa5f682d603e6de3e4173d | | Energy | 0.0298 | Not recorded | 69aa5f682d603e6de3e4173d | | CellOT | 0.0304 | Not recorded | 69aa5f682d603e6de3e4173d | ### Energy MMD Distance: 0.0022. Result ID: 69aa86a26dbb7075b9540767. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Oracle"}. This record does not assert independent reproduction. ### SWD MMD Distance: 0.0026. Result ID: 69aa86a26dbb7075b9540764. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Oracle"}. This record does not assert independent reproduction. ### FM MMD Distance: 0.0053. Result ID: 69aa86a26dbb7075b954076a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Oracle"}. This record does not assert independent reproduction. ### Energy MMD Distance: 0.0191. Result ID: 69aa86a26dbb7075b9540766. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Semi-supervised"}. This record does not assert independent reproduction. ### SWD MMD Distance: 0.0197. Result ID: 69aa86a26dbb7075b9540763. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Semi-supervised"}. This record does not assert independent reproduction. ### FM MMD Distance: 0.0208. Result ID: 69aa86a26dbb7075b9540769. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Semi-supervised"}. This record does not assert independent reproduction. ### FM MMD Distance: 0.0227. Result ID: 69aa86a26dbb7075b9540768. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction. ### SWD MMD Distance: 0.0259. Result ID: 69aa86a26dbb7075b9540762. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction. ### scGen MMD Distance: 0.0265. Result ID: 69aa86a26dbb7075b954076b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Semi-supervised"}. This record does not assert independent reproduction. ### Energy MMD Distance: 0.0298. Result ID: 69aa86a26dbb7075b9540765. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction. ### CellOT MMD Distance: 0.0304. Result ID: 69aa86a26dbb7075b954076c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Semi-supervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.