# Multi-agent Observation Sharing on TrafficJunction Small Source: [Multi-agent Observation Sharing on TrafficJunction Small]() Collection index: [llms.txt]() Data updated: 2026-05-14T08:55:43.586Z Evaluation of multi-agent systems performing observation sharing within the TrafficJunction Small 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 Small | | Metric | Success Action Change Rate | | 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 - [Success Action Change Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Success Action Change Rate | Result date | Report paper | | --- | --- | --- | --- | | MMR | 100 | Not recorded | 6a055740dbc836b87d828e7d | | MMR | 100 | Not recorded | 6a055740dbc836b87d828e7d | | MMR | 100 | Not recorded | 6a055740dbc836b87d828e7d | | NS | 100 | Not recorded | 6a055740dbc836b87d828e7d | | NS | 100 | Not recorded | 6a055740dbc836b87d828e7d | | NS | 100 | Not recorded | 6a055740dbc836b87d828e7d | | ML | 94 | Not recorded | 6a055740dbc836b87d828e7d | | ML | 92 | Not recorded | 6a055740dbc836b87d828e7d | | ML | 91 | Not recorded | 6a055740dbc836b87d828e7d | | J-M | 63 | Not recorded | 6a055740dbc836b87d828e7d | | J-W | 63 | Not recorded | 6a055740dbc836b87d828e7d | | J-M | 55 | Not recorded | 6a055740dbc836b87d828e7d | | J-W | 54 | Not recorded | 6a055740dbc836b87d828e7d | | ST | 54 | Not recorded | 6a055740dbc836b87d828e7d | | J-M | 39 | Not recorded | 6a055740dbc836b87d828e7d | | J-W | 39 | Not recorded | 6a055740dbc836b87d828e7d | | ST | 38 | Not recorded | 6a055740dbc836b87d828e7d | | ST | 23 | Not recorded | 6a055740dbc836b87d828e7d | ### MMR Success Action Change Rate: 100. Result ID: 6a058d6447f34ce924ecadfd. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### MMR Success Action Change Rate: 100. Result ID: 6a058d6447f34ce924ecadfe. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### MMR Success Action Change Rate: 100. Result ID: 6a058d6447f34ce924ecadff. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### NS Success Action Change Rate: 100. Result ID: 6a058d6447f34ce924ecae03. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### NS Success Action Change Rate: 100. Result ID: 6a058d6447f34ce924ecae04. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### NS Success Action Change Rate: 100. Result ID: 6a058d6447f34ce924ecae05. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### ML Success Action Change Rate: 94. Result ID: 6a058d6447f34ce924ecae00. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### ML Success Action Change Rate: 92. Result ID: 6a058d6447f34ce924ecae02. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### ML Success Action Change Rate: 91. Result ID: 6a058d6447f34ce924ecae01. [Reporting paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### J-M Success Action Change Rate: 63. Result ID: 6a058d6447f34ce924ecadf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### J-W Success Action Change Rate: 63. Result ID: 6a058d6447f34ce924ecadfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### J-M Success Action Change Rate: 55. Result ID: 6a058d6447f34ce924ecadf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### J-W Success Action Change Rate: 54. Result ID: 6a058d6447f34ce924ecadfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### ST Success Action Change Rate: 54. Result ID: 6a058d6447f34ce924ecae08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.75"}. This record does not assert independent reproduction. ### J-M Success Action Change Rate: 39. Result ID: 6a058d6447f34ce924ecadf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### J-W Success Action Change Rate: 39. Result ID: 6a058d6447f34ce924ecadfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. ### ST Success Action Change Rate: 38. Result ID: 6a058d6447f34ce924ecae07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.5"}. This record does not assert independent reproduction. ### ST Success Action Change Rate: 23. Result ID: 6a058d6447f34ce924ecae06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack rate":"0.25"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.