# Conditional SPD Matrix Generation on NYC taxi dataset SPD(10) Source: [Conditional SPD Matrix Generation on NYC taxi dataset SPD(10)]() Collection index: [llms.txt]() Data updated: 2026-06-01T09:27:31.963Z Evaluation of models generating conditional Spatial Potential Density (SPD) matrices using the NYC taxi dataset subset SPD(10), measured by Frobenius distance metrics. 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 | Traffic analysis (Conditional SPD matrix generation) | | Dataset (including any stated split) | NYC taxi dataset SPD(10) | | Metric | Mean Frobenius Distance | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 2 of 2 | | 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 - [Mean Frobenius Distance](): Lower is better; unit: SCALAR. - [25th Percentile Frobenius Distance](): Lower is better; unit: SCALAR. - [Median Frobenius Distance](): Lower is better; unit: SCALAR. - [75th Percentile Frobenius Distance](): Lower is better; unit: SCALAR. ## Recorded results | Method | Mean Frobenius Distance | Result date | Report paper | | --- | --- | --- | --- | | Riemannian Diffusion Models via PINNs | 5.21 | Not recorded | 6a1d1227dbd7150506f84048 | | SPD-DDPM | 6.15 | Not recorded | 6a1d1227dbd7150506f84048 | ### Riemannian Diffusion Models via PINNs Mean Frobenius Distance: 5.21. Result ID: 6a1d5068fbc373592c16d8ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SPD-DDPM Mean Frobenius Distance: 6.15. Result ID: 6a1d5068fbc373592c16d8aa. [Reporting paper]() [Method origin 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.