# Autonomous Highway Navigation on Highway-Env Generalist Source: [Autonomous Highway Navigation on Highway-Env Generalist]() Collection index: [llms.txt]() Data updated: 2026-06-18T07:32:31.220Z Evaluation of autonomous highway navigation performance using the Highway-Env Generalist configuration, focusing on core reinforcement learning metrics like Reward, Episode Length, and Entropy. 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 | Autonomous Highway Navigation | | Dataset (including any stated split) | Highway-Env Generalist | | Metric | Reward | | Unit | SCALAR | | 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 - [Reward](): Higher is better; unit: SCALAR. - [Episode Length](): Higher is better; unit: SCALAR. - [Entropy](): Higher is better; unit: SCALAR. - [Lane Entropy](): Higher is better; unit: SCALAR. - [Lane Occupancy (Lane 0)](): Higher is better; unit: PERCENT. - [Lane Occupancy (Lane 1)](): Higher is better; unit: PERCENT. - [Lane Occupancy (Lane 2)](): Higher is better; unit: PERCENT. - [Lane Occupancy (Lane 3)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Reward | Result date | Report paper | | --- | --- | --- | --- | | GRID | 34.7 | Not recorded | 6a337bb3206542251d7c5118 | | GRID | 34.7 | Not recorded | 6a337bb3206542251d7c5118 | | BC | 29.8 | Not recorded | 6a337bb3206542251d7c5118 | | BC | 29.8 | Not recorded | 6a337bb3206542251d7c5118 | | AIRL | 28.8 | Not recorded | 6a337bb3206542251d7c5118 | | AIRL | 28.8 | Not recorded | 6a337bb3206542251d7c5118 | ### GRID Reward: 34.7. Result ID: 6a339f07fbc373592c308c18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Generalist"}. This record does not assert independent reproduction. ### GRID Reward: 34.7. Result ID: 6a339f07fbc373592c308c20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Comparison Type":"Generalist"}. This record does not assert independent reproduction. ### BC Reward: 29.8. Result ID: 6a339f07fbc373592c308c16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Generalist"}. This record does not assert independent reproduction. ### BC Reward: 29.8. Result ID: 6a339f07fbc373592c308c1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Comparison Type":"Generalist"}. This record does not assert independent reproduction. ### AIRL Reward: 28.8. Result ID: 6a339f07fbc373592c308c17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mode":"Generalist"}. This record does not assert independent reproduction. ### AIRL Reward: 28.8. Result ID: 6a339f07fbc373592c308c1f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Comparison Type":"Generalist"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.