# Traffic signal control on Traffic Signal Speed Limit variation Source: [Traffic signal control on Traffic Signal Speed Limit variation]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:48.454Z Evaluation of Traffic signal control performance on the Traffic Signal Speed Limit variation dataset, measured by Normalized Reward. 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) | Traffic Signal Speed Limit variation | | Metric | Normalized Reward | | 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 - [Normalized Reward](): Higher is better; unit: PERCENT. ## Recorded results | Method | Normalized Reward | Result date | Report paper | | --- | --- | --- | --- | | Sequential Oracle | 88.77 | Not recorded | 68fa76b71e209131cea6ea9f | | Greedy Selection | 88.74 | Not recorded | 68fa76b71e209131cea6ea9f | | Random Selection | 88.72 | Not recorded | 68fa76b71e209131cea6ea9f | | MBTL | 88.66 | Not recorded | 68fa76b71e209131cea6ea9f | | Independent Training | 88.57 | Not recorded | 68fa76b71e209131cea6ea9f | | Multi-task Training | 60.83 | Not recorded | 68fa76b71e209131cea6ea9f | ### Sequential Oracle Normalized Reward: 88.77. Result ID: 69944b163a6c3148491c5150. [Reporting paper]() Recorded evaluation configuration: {"Number of Trained Models":"N"}. This record does not assert independent reproduction. ### Greedy Selection Normalized Reward: 88.74. Result ID: 69944b163a6c3148491c514e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Trained Models":"K"}. This record does not assert independent reproduction. ### Random Selection Normalized Reward: 88.72. Result ID: 69944b163a6c3148491c514d. [Reporting paper]() Recorded evaluation configuration: {"Number of Trained Models":"K"}. This record does not assert independent reproduction. ### MBTL Normalized Reward: 88.66. Result ID: 69944b163a6c3148491c514f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Trained Models":"K"}. This record does not assert independent reproduction. ### Independent Training Normalized Reward: 88.57. Result ID: 69944b163a6c3148491c514b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Trained Models":"N"}. This record does not assert independent reproduction. ### Multi-task Training Normalized Reward: 60.83. Result ID: 69944b163a6c3148491c514c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Trained Models":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.