# Spatio-temporal event modeling on NYC Vehicle Collisions Source: [Spatio-temporal event modeling on NYC Vehicle Collisions]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:05:53.907Z Evaluation of models performing spatio-temporal event modeling on the NYC Vehicle Collisions dataset, reporting metrics such as TLL and Accuracy. 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 | Spatio-temporal event modeling | | Dataset (including any stated split) | NYC Vehicle Collisions | | Metric | TLL | | Unit | SCALAR | | 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 - [TLL](): Lower is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | TLL | Result date | Report paper | | --- | --- | --- | --- | | DMPP | 394.54 | Not recorded | 68fa70cb1e209131cea4d309 | | HomoPoisson | 394.89 | Not recorded | 68fa70cb1e209131cea4d309 | | NSTPP | 396.33 | Not recorded | 68fa70cb1e209131cea4d309 | | DeepSTPP | 396.6 | Not recorded | 68fa70cb1e209131cea4d309 | | DMPP | 399.71 | Not recorded | 68fa70cb1e209131cea4d309 | | Score-DKMPP+ | 400.32 | Not recorded | 68fa70cb1e209131cea4d309 | | DMPP | 402.54 | Not recorded | 68fa70cb1e209131cea4d309 | | Score-DKMPP+ | 402.54 | Not recorded | 68fa70cb1e209131cea4d309 | | Score-DKMPP+ | 403.93 | Not recorded | 68fa70cb1e209131cea4d309 | | Score-DKMPP | 407.43 | Not recorded | 68fa70cb1e209131cea4d309 | | Score-DKMPP | 409.02 | Not recorded | 68fa70cb1e209131cea4d309 | | Score-DKMPP | 411.03 | Not recorded | 68fa70cb1e209131cea4d309 | ### DMPP TLL: 394.54. Result ID: 699158a93a6c314849077d8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Kernel":"RBF"}. This record does not assert independent reproduction. ### HomoPoisson TLL: 394.89. Result ID: 699158a93a6c314849077d8a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NSTPP TLL: 396.33. Result ID: 699158a93a6c314849077d8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSTPP TLL: 396.6. Result ID: 699158a93a6c314849077d8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMPP TLL: 399.71. Result ID: 699158a93a6c314849077d8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Kernel":"RQ"}. This record does not assert independent reproduction. ### Score-DKMPP+ TLL: 400.32. Result ID: 699158a93a6c314849077d95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Kernel":"OU"}. This record does not assert independent reproduction. ### DMPP TLL: 402.54. Result ID: 699158a93a6c314849077d8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Kernel":"OU"}. This record does not assert independent reproduction. ### Score-DKMPP+ TLL: 402.54. Result ID: 699158a93a6c314849077d93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Kernel":"RBF"}. This record does not assert independent reproduction. ### Score-DKMPP+ TLL: 403.93. Result ID: 699158a93a6c314849077d94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Kernel":"RQ"}. This record does not assert independent reproduction. ### Score-DKMPP TLL: 407.43. Result ID: 699158a93a6c314849077d92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Kernel":"OU"}. This record does not assert independent reproduction. ### Score-DKMPP TLL: 409.02. Result ID: 699158a93a6c314849077d90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Kernel":"RBF"}. This record does not assert independent reproduction. ### Score-DKMPP TLL: 411.03. Result ID: 699158a93a6c314849077d91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Kernel":"RQ"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.