# Zero-shot Coordination on Overcooked-AI Counter Circuit Source: [Zero-shot Coordination on Overcooked-AI Counter Circuit]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:03:44.751Z Evaluation of zero-shot coordination performance within the Overcooked-AI Counter Circuit environment, measured by mean team reward. 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 | Zero-shot Coordination | | Dataset (including any stated split) | Overcooked-AI Counter Circuit | | Metric | Mean Team Reward | | 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 - [Mean Team Reward](): Higher is better; unit: SCALAR. ## Recorded results | Method | Mean Team Reward | Result date | Report paper | | --- | --- | --- | --- | | Co-π-tree | 117.8 | Not recorded | 6a279e2490966ade919bf7a9 | | Co-π-tree | 116 | Not recorded | 6a279e2490966ade919bf7a9 | | CausalPlan | 108.8 | Not recorded | 6a279e2490966ade919bf7a9 | | ProAgent | 108.3 | Not recorded | 6a279e2490966ade919bf7a9 | | ProAgent | 106 | Not recorded | 6a279e2490966ade919bf7a9 | | CausalPlan | 104.9 | Not recorded | 6a279e2490966ade919bf7a9 | | COLE | 86.3 | Not recorded | 6a279e2490966ade919bf7a9 | | COLE | 85 | Not recorded | 6a279e2490966ade919bf7a9 | | MEP | 65 | Not recorded | 6a279e2490966ade919bf7a9 | | MEP | 53.8 | Not recorded | 6a279e2490966ade919bf7a9 | | BC | 47.5 | Not recorded | 6a279e2490966ade919bf7a9 | | PBT | 43.8 | Not recorded | 6a279e2490966ade919bf7a9 | | FCP | 42.5 | Not recorded | 6a279e2490966ade919bf7a9 | | BC | 40 | Not recorded | 6a279e2490966ade919bf7a9 | | FCP | 37.5 | Not recorded | 6a279e2490966ade919bf7a9 | | SP | 36.3 | Not recorded | 6a279e2490966ade919bf7a9 | | PBT | 35 | Not recorded | 6a279e2490966ade919bf7a9 | | SP | 30 | Not recorded | 6a279e2490966ade919bf7a9 | ### Co-π-tree Mean Team Reward: 117.8. Result ID: 6a27d6d9fbc373592c24c450. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 0"}. This record does not assert independent reproduction. ### Co-π-tree Mean Team Reward: 116. Result ID: 6a27d6d9fbc373592c24c451. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 1"}. This record does not assert independent reproduction. ### CausalPlan Mean Team Reward: 108.8. Result ID: 6a27d6d9fbc373592c24c44e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 0"}. This record does not assert independent reproduction. ### ProAgent Mean Team Reward: 108.3. Result ID: 6a27d6d9fbc373592c24c44c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 0"}. This record does not assert independent reproduction. ### ProAgent Mean Team Reward: 106. Result ID: 6a27d6d9fbc373592c24c44d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 1"}. This record does not assert independent reproduction. ### CausalPlan Mean Team Reward: 104.9. Result ID: 6a27d6d9fbc373592c24c44f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 1"}. This record does not assert independent reproduction. ### COLE Mean Team Reward: 86.3. Result ID: 6a27d6d9fbc373592c24c449. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 1"}. This record does not assert independent reproduction. ### COLE Mean Team Reward: 85. Result ID: 6a27d6d9fbc373592c24c448. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 0"}. This record does not assert independent reproduction. ### MEP Mean Team Reward: 65. Result ID: 6a27d6d9fbc373592c24c447. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 1"}. This record does not assert independent reproduction. ### MEP Mean Team Reward: 53.8. Result ID: 6a27d6d9fbc373592c24c446. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 0"}. This record does not assert independent reproduction. ### BC Mean Team Reward: 47.5. Result ID: 6a27d6d9fbc373592c24c44a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 0"}. This record does not assert independent reproduction. ### PBT Mean Team Reward: 43.8. Result ID: 6a27d6d9fbc373592c24c442. [Reporting paper]() Recorded evaluation configuration: {"Role":"Player 0"}. This record does not assert independent reproduction. ### FCP Mean Team Reward: 42.5. Result ID: 6a27d6d9fbc373592c24c444. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 0"}. This record does not assert independent reproduction. ### BC Mean Team Reward: 40. Result ID: 6a27d6d9fbc373592c24c44b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 1"}. This record does not assert independent reproduction. ### FCP Mean Team Reward: 37.5. Result ID: 6a27d6d9fbc373592c24c445. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Role":"Player 1"}. This record does not assert independent reproduction. ### SP Mean Team Reward: 36.3. Result ID: 6a27d6d9fbc373592c24c441. [Reporting paper]() Recorded evaluation configuration: {"Role":"Player 1"}. This record does not assert independent reproduction. ### PBT Mean Team Reward: 35. Result ID: 6a27d6d9fbc373592c24c443. [Reporting paper]() Recorded evaluation configuration: {"Role":"Player 1"}. This record does not assert independent reproduction. ### SP Mean Team Reward: 30. Result ID: 6a27d6d9fbc373592c24c440. [Reporting paper]() Recorded evaluation configuration: {"Role":"Player 0"}. This record does not assert independent reproduction. Page 1 of 1. 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