# Traffic Management (Acceleration Guidance) on Highway Ramp Source: [Traffic Management (Acceleration Guidance) on Highway Ramp]() Collection index: [llms.txt]() Data updated: 2026-04-13T07:09:30.424Z Evaluation of traffic management performance, specifically acceleration guidance, within the Highway Ramp scenario, measured using 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 (Acceleration 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 | 5.48 | Not recorded | 68fa74db1e209131cea64342 | | Coarse-to-fine Temporal Transfer Learning (CTTL) | 5.2 | Not recorded | 68fa74db1e209131cea64342 | | Coarse-to-fine Temporal Transfer Learning (CTTL) | 5.19 | Not recorded | 68fa74db1e209131cea64342 | | Greedy Temporal Transfer Learning (GTTL) | 5.19 | Not recorded | 68fa74db1e209131cea64342 | | Greedy Temporal Transfer Learning (GTTL) | 5.19 | Not recorded | 68fa74db1e209131cea64342 | | Greedy Temporal Transfer Learning (GTTL) | 5.19 | Not recorded | 68fa74db1e209131cea64342 | | Random Temporal Transfer Learning (RTTL) | 5.09 | Not recorded | 68fa74db1e209131cea64342 | | Random Temporal Transfer Learning (RTTL) | 4.89 | Not recorded | 68fa74db1e209131cea64342 | | Multitask RL | 4.53 | Not recorded | 68fa74db1e209131cea64342 | | Random Temporal Transfer Learning (RTTL) | 4.53 | Not recorded | 68fa74db1e209131cea64342 | | Coarse-to-fine Temporal Transfer Learning (CTTL) | 4.47 | Not recorded | 68fa74db1e209131cea64342 | | Exhaustive RL | 4.24 | Not recorded | 68fa74db1e209131cea64342 | | 100% Unguided | 3.95 | Not recorded | 68fa74db1e209131cea64342 | ### Oracle Transfer Average Speed (m/s): 5.48. Result ID: 69dc953c47f34ce924c314cc. [Reporting paper]() Recorded evaluation configuration: {"Training Complexity":"n × n","The number of source tasks k":"n"}. This record does not assert independent reproduction. ### Coarse-to-fine Temporal Transfer Learning (CTTL) Average Speed (m/s): 5.2. Result ID: 69dc953c47f34ce924c314d2. [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. ### Coarse-to-fine Temporal Transfer Learning (CTTL) Average Speed (m/s): 5.19. Result ID: 69dc953c47f34ce924c314d1. [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. ### Greedy Temporal Transfer Learning (GTTL) Average Speed (m/s): 5.19. Result ID: 69dc953c47f34ce924c314d3. [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: 69dc953c47f34ce924c314d4. [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. ### Greedy Temporal Transfer Learning (GTTL) Average Speed (m/s): 5.19. Result ID: 69dc953c47f34ce924c314d5. [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): 5.09. Result ID: 69dc953c47f34ce924c314d8. [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): 4.89. Result ID: 69dc953c47f34ce924c314d7. [Reporting paper]() Recorded evaluation configuration: {"Training Complexity":"k","The number of source tasks k":"10"}. This record does not assert independent reproduction. ### Multitask RL Average Speed (m/s): 4.53. Result ID: 69dc953c47f34ce924c314cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Complexity":"n†","The number of source tasks k":"-"}. This record does not assert independent reproduction. ### Random Temporal Transfer Learning (RTTL) Average Speed (m/s): 4.53. Result ID: 69dc953c47f34ce924c314d6. [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): 4.47. Result ID: 69dc953c47f34ce924c314d0. [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): 4.24. Result ID: 69dc953c47f34ce924c314cd. [Reporting 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: 69dc953c47f34ce924c314ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Complexity":"0","The number of source tasks k":"-"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.