# Genomics Classification on PBMC3k Source: [Genomics Classification on PBMC3k]() Collection index: [llms.txt]() Data updated: 2026-03-18T08:38:29.260Z Evaluation of classification performance on the PBMC3k single-cell genomics dataset, assessed using accuracy, Macro-F1, and computational efficiency metrics (MACs and Time). 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 | Genomics Classification | | Dataset (including any stated split) | PBMC3k | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Macro-F1](): Higher is better; unit: PERCENT. - [MACs (×10^6)](): Lower is better; unit: SIZE. - [MACs Reduction (%)](): Higher is better; unit: PERCENT. - [Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | RigL-only | 93.33 | Not recorded | 69ba31870636e5bf4afc07a6 | | DynamicGate | 92.57 | Not recorded | 69ba31870636e5bf4afc07a6 | | Dropout | 92.48 | Not recorded | 69ba31870636e5bf4afc07a6 | | DynamicGate+RigL | 92.43 | Not recorded | 69ba31870636e5bf4afc07a6 | | Pruned | 92.17 | Not recorded | 69ba31870636e5bf4afc07a6 | | Baseline | 91.83 | Not recorded | 69ba31870636e5bf4afc07a6 | ### RigL-only Accuracy: 93.33. Result ID: 69ba646747f34ce924a4522d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DynamicGate Accuracy: 92.57. Result ID: 69ba646747f34ce924a4522c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dropout Accuracy: 92.48. Result ID: 69ba646747f34ce924a4522a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DynamicGate+RigL Accuracy: 92.43. Result ID: 69ba646747f34ce924a4522e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"optimization":"RigL"}. This record does not assert independent reproduction. ### Pruned Accuracy: 92.17. Result ID: 69ba646747f34ce924a4522b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Baseline Accuracy: 91.83. Result ID: 69ba646747f34ce924a45229. [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.