# Traffic Management (Speed Guidance) on Highway Ramp Source: [Traffic Management (Speed Guidance) on Highway Ramp]() Collection index: [llms.txt]() Data updated: 2026-04-13T07:09:30.454Z Evaluation of traffic management performance focusing on speed guidance within the Highway Ramp scenario, measured by Average Speed (m/s). 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 Management (Speed Guidance) | | Dataset (including any stated split) | Highway Ramp | | Metric | Average Speed (m/s) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Average Speed (m/s)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Average Speed (m/s) | Result date | Report paper | | --- | --- | --- | --- | | Oracle Transfer | 6.3 | Not recorded | 68fa74db1e209131cea64342 | | Greedy Temporal Transfer Learning (GTTL) | 6.25 | Not recorded | 68fa74db1e209131cea64342 | | Random Temporal Transfer Learning (RTTL) | 6.03 | Not recorded | 68fa74db1e209131cea64342 | | Random Temporal Transfer Learning (RTTL) | 5.87 | Not recorded | 68fa74db1e209131cea64342 | | Random Temporal Transfer Learning (RTTL) | 5.7 | Not recorded | 68fa74db1e209131cea64342 | | Coarse-to-fine Temporal Transfer Learning (CTTL) | 5.56 | Not recorded | 68fa74db1e209131cea64342 | | Greedy Temporal Transfer Learning (GTTL) | 5.54 | Not recorded | 68fa74db1e209131cea64342 | | Coarse-to-fine Temporal Transfer Learning (CTTL) | 5.44 | Not recorded | 68fa74db1e209131cea64342 | | Coarse-to-fine Temporal Transfer Learning (CTTL) | 5.31 | Not recorded | 68fa74db1e209131cea64342 | | Greedy Temporal Transfer Learning (GTTL) | 5.19 | Not recorded | 68fa74db1e209131cea64342 | | Exhaustive RL | 4.99 | Not recorded | 68fa74db1e209131cea64342 | | Multitask RL | 4.42 | Not recorded | 68fa74db1e209131cea64342 | | 100% Unguided | 3.95 | Not recorded | 68fa74db1e209131cea64342 | ### Oracle Transfer Average Speed (m/s): 6.3. Result ID: 69dc953c47f34ce924c314d9. [Reporting paper]() Recorded evaluation configuration: {"Training Complexity":"n × n","The number of source tasks k":"n"}. This record does not assert independent reproduction. ### Greedy Temporal Transfer Learning (GTTL) Average Speed (m/s): 6.25. Result ID: 69dc953c47f34ce924c314e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Complexity":"k","The number of source tasks k":"15"}. This record does not assert independent reproduction. ### Random Temporal Transfer Learning (RTTL) Average Speed (m/s): 6.03. Result ID: 69dc953c47f34ce924c314e5. [Reporting paper]() Recorded evaluation configuration: {"Training Complexity":"k","The number of source tasks k":"15"}. This record does not assert independent reproduction. ### Random Temporal Transfer Learning (RTTL) Average Speed (m/s): 5.87. Result ID: 69dc953c47f34ce924c314e4. [Reporting paper]() Recorded evaluation configuration: {"Training Complexity":"k","The number of source tasks k":"10"}. This record does not assert independent reproduction. ### Random Temporal Transfer Learning (RTTL) Average Speed (m/s): 5.7. Result ID: 69dc953c47f34ce924c314e3. [Reporting paper]() Recorded evaluation configuration: {"Training Complexity":"k","The number of source tasks k":"5"}. This record does not assert independent reproduction. ### Coarse-to-fine Temporal Transfer Learning (CTTL) Average Speed (m/s): 5.56. Result ID: 69dc953c47f34ce924c314df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Complexity":"k","The number of source tasks k":"15‡"}. This record does not assert independent reproduction. ### Greedy Temporal Transfer Learning (GTTL) Average Speed (m/s): 5.54. Result ID: 69dc953c47f34ce924c314e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Complexity":"k","The number of source tasks k":"10"}. This record does not assert independent reproduction. ### Coarse-to-fine Temporal Transfer Learning (CTTL) Average Speed (m/s): 5.44. Result ID: 69dc953c47f34ce924c314de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Complexity":"k","The number of source tasks k":"10‡"}. This record does not assert independent reproduction. ### Coarse-to-fine Temporal Transfer Learning (CTTL) Average Speed (m/s): 5.31. Result ID: 69dc953c47f34ce924c314dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Complexity":"k","The number of source tasks k":"5‡"}. This record does not assert independent reproduction. ### Greedy Temporal Transfer Learning (GTTL) Average Speed (m/s): 5.19. Result ID: 69dc953c47f34ce924c314e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Complexity":"k","The number of source tasks k":"5"}. This record does not assert independent reproduction. ### Exhaustive RL Average Speed (m/s): 4.99. Result ID: 69dc953c47f34ce924c314da. [Reporting paper]() Recorded evaluation configuration: {"Training Complexity":"n","The number of source tasks k":"-"}. This record does not assert independent reproduction. ### Multitask RL Average Speed (m/s): 4.42. Result ID: 69dc953c47f34ce924c314dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Complexity":"n†","The number of source tasks k":"-"}. This record does not assert independent reproduction. ### 100% Unguided Average Speed (m/s): 3.95. Result ID: 69dc953c47f34ce924c314db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Complexity":"0","The number of source tasks k":"-"}. 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