# Traffic Signal Control on D\_HZ Source: [Traffic Signal Control on D\_HZ]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:27.444Z Evaluation of Traffic Signal Control performance on the D\_HZ dataset, measured by Average Travel 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 | Traffic Signal Control | | Dataset (including any stated split) | D\_HZ | | Metric | Avg Travel Time | | Unit | TIME | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 - [Avg Travel Time](): Lower is better; unit: TIME. ## Recorded results | Method | Avg Travel Time | Result date | Report paper | | --- | --- | --- | --- | | DiffLight | 283.92 | Not recorded | 68fa757c1e209131cea68497 | | DD | 284.79 | Not recorded | 68fa757c1e209131cea68497 | | Diffuser | 289.64 | Not recorded | 68fa757c1e209131cea68497 | | DiffLight | 294.11 | Not recorded | 68fa757c1e209131cea68497 | | DiffLight | 294.18 | Not recorded | 68fa757c1e209131cea68497 | | DT | 297.46 | Not recorded | 68fa757c1e209131cea68497 | | DiffLight | 300.31 | Not recorded | 68fa757c1e209131cea68497 | | DT | 300.78 | Not recorded | 68fa757c1e209131cea68497 | | DiffLight | 302.16 | Not recorded | 68fa757c1e209131cea68497 | | Diffuser | 302.99 | Not recorded | 68fa757c1e209131cea68497 | | CQL | 317.69 | Not recorded | 68fa757c1e209131cea68497 | | CQL | 318.42 | Not recorded | 68fa757c1e209131cea68497 | | TD3+BC | 327.19 | Not recorded | 68fa757c1e209131cea68497 | | TD3+BC | 332.8 | Not recorded | 68fa757c1e209131cea68497 | | BC | 338.33 | Not recorded | 68fa757c1e209131cea68497 | | BC | 342.26 | Not recorded | 68fa757c1e209131cea68497 | | DD | 395.54 | Not recorded | 68fa757c1e209131cea68497 | ### DiffLight Avg Travel Time: 283.92. Result ID: 6993cc9a3a6c314849189eb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scenario":"No missing data"}. This record does not assert independent reproduction. ### DD Avg Travel Time: 284.79. Result ID: 6993cc9a3a6c314849189eb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"No missing data"}. This record does not assert independent reproduction. ### Diffuser Avg Travel Time: 289.64. Result ID: 6993cc9a3a6c314849189eb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"No missing data"}. This record does not assert independent reproduction. ### DiffLight Avg Travel Time: 294.11. Result ID: 6993cc9a3a6c314849189f07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"12.50%","Missing Scenario":"Kriging missing"}. This record does not assert independent reproduction. ### DiffLight Avg Travel Time: 294.18. Result ID: 6993cc9a3a6c314849189f06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"6.25%","Missing Scenario":"Kriging missing"}. This record does not assert independent reproduction. ### DT Avg Travel Time: 297.46. Result ID: 6993cc9a3a6c314849189eaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"No missing data"}. This record does not assert independent reproduction. ### DiffLight Avg Travel Time: 300.31. Result ID: 6993cc9a3a6c314849189f08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"18.75%","Missing Scenario":"Kriging missing"}. This record does not assert independent reproduction. ### DT Avg Travel Time: 300.78. Result ID: 6993cc9a3a6c314849189f03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"6.25%","Missing Scenario":"Kriging missing"}. This record does not assert independent reproduction. ### DiffLight Avg Travel Time: 302.16. Result ID: 6993cc9a3a6c314849189f09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"25.00%","Missing Scenario":"Kriging missing"}. This record does not assert independent reproduction. ### Diffuser Avg Travel Time: 302.99. Result ID: 6993cc9a3a6c314849189f04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"6.25%","Missing Scenario":"Kriging missing"}. This record does not assert independent reproduction. ### CQL Avg Travel Time: 317.69. Result ID: 6993cc9a3a6c314849189f01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"6.25%","Missing Scenario":"Kriging missing"}. This record does not assert independent reproduction. ### CQL Avg Travel Time: 318.42. Result ID: 6993cc9a3a6c314849189ead. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"No missing data"}. This record does not assert independent reproduction. ### TD3+BC Avg Travel Time: 327.19. Result ID: 6993cc9a3a6c314849189eae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scenario":"No missing data"}. This record does not assert independent reproduction. ### TD3+BC Avg Travel Time: 332.8. Result ID: 6993cc9a3a6c314849189f02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Missing Rate":"6.25%","Missing Scenario":"Kriging missing"}. This record does not assert independent reproduction. ### BC Avg Travel Time: 338.33. Result ID: 6993cc9a3a6c314849189f00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"6.25%","Missing Scenario":"Kriging missing"}. This record does not assert independent reproduction. ### BC Avg Travel Time: 342.26. Result ID: 6993cc9a3a6c314849189eac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"No missing data"}. This record does not assert independent reproduction. ### DD Avg Travel Time: 395.54. Result ID: 6993cc9a3a6c314849189f05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate":"6.25%","Missing Scenario":"Kriging missing"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.