# Perturbation Prediction on PDO (IID) Source: [Perturbation Prediction on PDO (IID)]() Collection index: [llms.txt]() Data updated: 2026-03-06T07:48:31.945Z Evaluation of model performance on perturbation prediction using the PDO (IID) dataset, measured by metrics such as 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 (IID) | | Metric | MMD Distance (x100) | | 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 (x100)](): Lower is better; unit: SCALAR. ## Recorded results | Method | MMD Distance (x100) | Result date | Report paper | | --- | --- | --- | --- | | SWD | 0.001 | Not recorded | 69aa5f682d603e6de3e4173d | | Energy | 0.0011 | Not recorded | 69aa5f682d603e6de3e4173d | | FM | 0.003 | Not recorded | 69aa5f682d603e6de3e4173d | | Energy | 0.0054 | Not recorded | 69aa5f682d603e6de3e4173d | | SWD | 0.0064 | Not recorded | 69aa5f682d603e6de3e4173d | | SWD | 0.0094 | Not recorded | 69aa5f682d603e6de3e4173d | | FM | 0.0101 | Not recorded | 69aa5f682d603e6de3e4173d | | Energy | 0.0103 | Not recorded | 69aa5f682d603e6de3e4173d | | FM | 0.0106 | Not recorded | 69aa5f682d603e6de3e4173d | | CellOT | 0.0198 | Not recorded | 69aa5f682d603e6de3e4173d | | scGen | 0.0219 | Not recorded | 69aa5f682d603e6de3e4173d | ### SWD MMD Distance (x100): 0.001. Result ID: 69aa86a26dbb7075b9540759. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Oracle"}. This record does not assert independent reproduction. ### Energy MMD Distance (x100): 0.0011. Result ID: 69aa86a26dbb7075b954075c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Oracle"}. This record does not assert independent reproduction. ### FM MMD Distance (x100): 0.003. Result ID: 69aa86a26dbb7075b954075f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Oracle"}. This record does not assert independent reproduction. ### Energy MMD Distance (x100): 0.0054. Result ID: 69aa86a26dbb7075b954075a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction. ### SWD MMD Distance (x100): 0.0064. Result ID: 69aa86a26dbb7075b9540757. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction. ### SWD MMD Distance (x100): 0.0094. Result ID: 69aa86a26dbb7075b9540758. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Semi-supervised"}. This record does not assert independent reproduction. ### FM MMD Distance (x100): 0.0101. Result ID: 69aa86a26dbb7075b954075d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction. ### Energy MMD Distance (x100): 0.0103. Result ID: 69aa86a26dbb7075b954075b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Semi-supervised"}. This record does not assert independent reproduction. ### FM MMD Distance (x100): 0.0106. Result ID: 69aa86a26dbb7075b954075e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Semi-supervised"}. This record does not assert independent reproduction. ### CellOT MMD Distance (x100): 0.0198. Result ID: 69aa86a26dbb7075b9540761. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Semi-supervised"}. This record does not assert independent reproduction. ### scGen MMD Distance (x100): 0.0219. Result ID: 69aa86a26dbb7075b9540760. [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.