# Multi-agent Observation Sharing on TrafficJunction-Large (TJ-L) Source: [Multi-agent Observation Sharing on TrafficJunction-Large (TJ-L)]() Collection index: [llms.txt]() Data updated: 2026-05-14T08:55:43.613Z Evaluation of multi-agent systems performing observation sharing on the TrafficJunction-Large (TJ-L) environment, measured by the Rate of successful action changes. 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 | Multi-agent Observation Sharing | | Dataset (including any stated split) | TrafficJunction-Large (TJ-L) | | Metric | Rate of Successful Changes | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Rate of Successful Changes](): Higher is better; unit: PERCENT. ## Recorded results | Method | Rate of Successful Changes | Result date | Report paper | | --- | --- | --- | --- | | MMR | 100 | Not recorded | 6a055740dbc836b87d828e7d | | MMR | 100 | Not recorded | 6a055740dbc836b87d828e7d | | MMR | 100 | Not recorded | 6a055740dbc836b87d828e7d | | ML | 100 | Not recorded | 6a055740dbc836b87d828e7d | | ML | 100 | Not recorded | 6a055740dbc836b87d828e7d | | ML | 100 | Not recorded | 6a055740dbc836b87d828e7d | | NS | 100 | Not recorded | 6a055740dbc836b87d828e7d | | NS | 100 | Not recorded | 6a055740dbc836b87d828e7d | | NS | 100 | Not recorded | 6a055740dbc836b87d828e7d | | J-M | 99 | Not recorded | 6a055740dbc836b87d828e7d | | J-M | 99 | Not recorded | 6a055740dbc836b87d828e7d | | J-M | 99 | Not recorded | 6a055740dbc836b87d828e7d | | J-W | 99 | Not recorded | 6a055740dbc836b87d828e7d | | J-W | 99 | Not recorded | 6a055740dbc836b87d828e7d | | J-W | 99 | Not recorded | 6a055740dbc836b87d828e7d | | ST | 96 | Not recorded | 6a055740dbc836b87d828e7d | | ST | 96 | Not recorded | 6a055740dbc836b87d828e7d | | ST | 96 | Not recorded | 6a055740dbc836b87d828e7d | ### MMR Rate of Successful Changes: 100. Result ID: 6a058d6447f34ce924ecae0f. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### MMR Rate of Successful Changes: 100. Result ID: 6a058d6447f34ce924ecae10. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### MMR Rate of Successful Changes: 100. Result ID: 6a058d6447f34ce924ecae11. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### ML Rate of Successful Changes: 100. Result ID: 6a058d6447f34ce924ecae12. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### ML Rate of Successful Changes: 100. Result ID: 6a058d6447f34ce924ecae13. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### ML Rate of Successful Changes: 100. Result ID: 6a058d6447f34ce924ecae14. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### NS Rate of Successful Changes: 100. Result ID: 6a058d6447f34ce924ecae15. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### NS Rate of Successful Changes: 100. Result ID: 6a058d6447f34ce924ecae16. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### NS Rate of Successful Changes: 100. Result ID: 6a058d6447f34ce924ecae17. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### J-M Rate of Successful Changes: 99. Result ID: 6a058d6447f34ce924ecae09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### J-M Rate of Successful Changes: 99. Result ID: 6a058d6447f34ce924ecae0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### J-M Rate of Successful Changes: 99. Result ID: 6a058d6447f34ce924ecae0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### J-W Rate of Successful Changes: 99. Result ID: 6a058d6447f34ce924ecae0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### J-W Rate of Successful Changes: 99. Result ID: 6a058d6447f34ce924ecae0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### J-W Rate of Successful Changes: 99. Result ID: 6a058d6447f34ce924ecae0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### ST Rate of Successful Changes: 96. Result ID: 6a058d6447f34ce924ecae18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### ST Rate of Successful Changes: 96. Result ID: 6a058d6447f34ce924ecae19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### ST Rate of Successful Changes: 96. Result ID: 6a058d6447f34ce924ecae1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.