# Gene expression dynamics prediction on Hematopoiesis Erythroid lineage (test) Source: [Gene expression dynamics prediction on Hematopoiesis Erythroid lineage (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:31.665Z Evaluation of models predicting gene expression dynamics specifically within the Erythroid lineage subset of the Hematopoiesis dataset, assessed on the test split. 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 | Gene expression dynamics prediction | | Dataset (including any stated split) | Hematopoesis Erythroid lineage (test) | | Metric | Sparsity | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 - [Sparsity](): Lower is better; unit: PERCENT. - [OutDeg](): Higher is better; unit: SCALAR. - [Test MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Sparsity | Result date | Report paper | | --- | --- | --- | --- | | None/Baseline | 0.0025 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | C-NODE | 0.0133 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | PINN | 0.0593 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | L0 | 0.1203 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | PathReg | 0.1394 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | IMP | 0.73 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | Iter. SynFlow | 0.8228 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | BioPrune | 0.8709 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | DST | 0.9054 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | PINN + MP | 0.92 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | SparseFlow | 0.9444 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | | DASH | 0.9595 | Not recorded | 68fa5f6e1e209131ce9e9cf7 | ### None/Baseline Sparsity: 0.0025. Result ID: 698bc6fd7a967eddb77146a9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C-NODE Sparsity: 0.0133. Result ID: 698bc6fd7a967eddb77146ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PINN Sparsity: 0.0593. Result ID: 698bc6fd7a967eddb77146ad. [Reporting paper]() Recorded evaluation configuration: {"Prior information":true}. This record does not assert independent reproduction. ### L0 Sparsity: 0.1203. Result ID: 698bc6fd7a967eddb77146aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PathReg Sparsity: 0.1394. Result ID: 698bc6fd7a967eddb77146ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IMP Sparsity: 0.73. Result ID: 698bc6fd7a967eddb77146af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Iter. SynFlow Sparsity: 0.8228. Result ID: 698bc6fd7a967eddb77146b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BioPrune Sparsity: 0.8709. Result ID: 698bc6fd7a967eddb77146b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior information":true}. This record does not assert independent reproduction. ### DST Sparsity: 0.9054. Result ID: 698bc6fd7a967eddb77146ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PINN + MP Sparsity: 0.92. Result ID: 698bc6fd7a967eddb77146b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior information":true}. This record does not assert independent reproduction. ### SparseFlow Sparsity: 0.9444. Result ID: 698bc6fd7a967eddb77146b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DASH Sparsity: 0.9595. Result ID: 698bc6fd7a967eddb77146b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior information":true,"Optimal Lambda":"(0.80, 0.80)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.