# Value Function Estimation on Game B Matrix Game Source: [Value Function Estimation on Game B Matrix Game]() Collection index: [llms.txt]() Data updated: 2026-03-23T11:54:44.932Z Evaluation of Value Function Estimation performance on the Game B Matrix Game dataset, measured by Estimated Payoff and Utility Estimate. 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 | Value Function Estimation | | Dataset (including any stated split) | Game B Matrix Game | | Metric | Estimated Payoff | | Unit | SCALAR | | 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 - [Estimated Payoff](): Higher is better; unit: SCALAR. - [Utility Estimate (Multi-Agent)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Estimated Payoff | Result date | Report paper | | --- | --- | --- | --- | | Non-Monotonic QMIX | 12 | Not recorded | 6916b7940052cac1dc65e0b0 | | Non-Monotonic QMIX | 10 | Not recorded | 6916b7940052cac1dc65e0b0 | | Non-Monotonic QMIX | 10 | Not recorded | 6916b7940052cac1dc65e0b0 | | Non-Monotonic QMIX | 10 | Not recorded | 6916b7940052cac1dc65e0b0 | | Non-Monotonic QMIX | 10 | Not recorded | 6916b7940052cac1dc65e0b0 | | Non-Monotonic QMIX | 10 | Not recorded | 6916b7940052cac1dc65e0b0 | | QMIX | 10 | Not recorded | 6916b7940052cac1dc65e0b0 | | QMIX | 5.6 | Not recorded | 6916b7940052cac1dc65e0b0 | | QMIX | 5.6 | Not recorded | 6916b7940052cac1dc65e0b0 | | QMIX | 4.1 | Not recorded | 6916b7940052cac1dc65e0b0 | | QMIX | 4.1 | Not recorded | 6916b7940052cac1dc65e0b0 | | QMIX | 0.1 | Not recorded | 6916b7940052cac1dc65e0b0 | | QMIX | 0.1 | Not recorded | 6916b7940052cac1dc65e0b0 | | QMIX | 0.1 | Not recorded | 6916b7940052cac1dc65e0b0 | | QMIX | 0.1 | Not recorded | 6916b7940052cac1dc65e0b0 | | Non-Monotonic QMIX | 0 | Not recorded | 6916b7940052cac1dc65e0b0 | | Non-Monotonic QMIX | 0 | Not recorded | 6916b7940052cac1dc65e0b0 | | Non-Monotonic QMIX | 0 | Not recorded | 6916b7940052cac1dc65e0b0 | ### Non-Monotonic QMIX Estimated Payoff: 12. Result ID: 69c129f947f34ce924a9cdb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"A","Action u2":"A"}. This record does not assert independent reproduction. ### Non-Monotonic QMIX Estimated Payoff: 10. Result ID: 69c129f947f34ce924a9cdb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"A","Action u2":"C"}. This record does not assert independent reproduction. ### Non-Monotonic QMIX Estimated Payoff: 10. Result ID: 69c129f947f34ce924a9cdb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"B","Action u2":"C"}. This record does not assert independent reproduction. ### Non-Monotonic QMIX Estimated Payoff: 10. Result ID: 69c129f947f34ce924a9cdb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"C","Action u2":"A"}. This record does not assert independent reproduction. ### Non-Monotonic QMIX Estimated Payoff: 10. Result ID: 69c129f947f34ce924a9cdba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"C","Action u2":"B"}. This record does not assert independent reproduction. ### Non-Monotonic QMIX Estimated Payoff: 10. Result ID: 69c129f947f34ce924a9cdbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"C","Action u2":"C"}. This record does not assert independent reproduction. ### QMIX Estimated Payoff: 10. Result ID: 69c129f947f34ce924a9cdc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"C","Action u2":"C"}. This record does not assert independent reproduction. ### QMIX Estimated Payoff: 5.6. Result ID: 69c129f947f34ce924a9cdc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"C","Action u2":"A"}. This record does not assert independent reproduction. ### QMIX Estimated Payoff: 5.6. Result ID: 69c129f947f34ce924a9cdc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"C","Action u2":"B"}. This record does not assert independent reproduction. ### QMIX Estimated Payoff: 4.1. Result ID: 69c129f947f34ce924a9cdbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"A","Action u2":"C"}. This record does not assert independent reproduction. ### QMIX Estimated Payoff: 4.1. Result ID: 69c129f947f34ce924a9cdc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"B","Action u2":"C"}. This record does not assert independent reproduction. ### QMIX Estimated Payoff: 0.1. Result ID: 69c129f947f34ce924a9cdbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"A","Action u2":"A"}. This record does not assert independent reproduction. ### QMIX Estimated Payoff: 0.1. Result ID: 69c129f947f34ce924a9cdbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"A","Action u2":"B"}. This record does not assert independent reproduction. ### QMIX Estimated Payoff: 0.1. Result ID: 69c129f947f34ce924a9cdbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"B","Action u2":"A"}. This record does not assert independent reproduction. ### QMIX Estimated Payoff: 0.1. Result ID: 69c129f947f34ce924a9cdc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"B","Action u2":"B"}. This record does not assert independent reproduction. ### Non-Monotonic QMIX Estimated Payoff: 0. Result ID: 69c129f947f34ce924a9cdb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"A","Action u2":"B"}. This record does not assert independent reproduction. ### Non-Monotonic QMIX Estimated Payoff: 0. Result ID: 69c129f947f34ce924a9cdb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"B","Action u2":"A"}. This record does not assert independent reproduction. ### Non-Monotonic QMIX Estimated Payoff: 0. Result ID: 69c129f947f34ce924a9cdb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Action u1":"B","Action u2":"B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.