Multi-Agent Reinforcement Learning on SMAC (test)
100Win Rate (1c3s5z)WALL
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| WALLAttack Setting=Natural, Backbone=VDN2025.02 | 100 | 99.8 | 99.4 | 99.9 | 96.9 | 99.4 | 99.2 | — | — | — | — | — | |
| EMTCMixer=CDS2026.06 | 100 | — | — | — | — | — | — | 100 | 100 | 98.4 | 99.2 | 89.4 | |
| EMTCMixer=QPLEX2026.06 | 100 | — | — | — | — | — | — | 100 | 99.3 | 94 | 97.4 | 75 | |
| EMUMixer=CDS2026.06 | 100 | — | — | — | — | — | — | 92.1 | 99.3 | 92.5 | 84 | 65.2 | |
| EMUMixer=QPLEX2026.06 | 100 | — | — | — | — | — | — | 90.3 | 98.6 | 78.2 | 73.4 | 60.5 | |
| CDS2026.06 | 100 | — | — | — | — | — | — | 85 | 95.1 | 91.1 | 81.5 | 29.4 | |
| WALLAttack Setting=Natural, Backbone=QPLEX2025.02 | 99.5 | 99.5 | 97.7 | 99.9 | 99.8 | 99 | 99.2 | — | — | — | — | — | |
| WALLAttack Setting=Wolfpack Adversarial Attack, Backbone=QPLEX2025.02 | 99.3 | 88.3 | 87.6 | 99.7 | 84.5 | 96.3 | 92.6 | — | — | — | — | — | |
| ROMANCEAttack Setting=Natural, Backbone=QPLEX2025.02 | 99 | 97.1 | 93.2 | 98.8 | 94.7 | 99.7 | 96.8 | — | — | — | — | — | |
| WALLAttack Setting=Random Attack, Backbone=QPLEX2025.02 | 98.6 | 97.4 | 85.4 | 99.4 | 92.9 | 98.3 | 95.3 | — | — | — | — | — | |
| RANDOMAttack Setting=Natural, Backbone=QPLEX2025.02 | 98.5 | 97.7 | 98.7 | 99.6 | 99.1 | 98.2 | 98.7 | — | — | — | — | — | |
| ERNIEAttack Setting=Natural, Backbone=QPLEX2025.02 | 98.4 | 96.7 | 98.8 | 99.7 | 98.8 | 99.1 | 98.6 | — | — | — | — | — | |
| WALLAttack Setting=Random Attack, Backbone=VDN2025.02 | 98.1 | 95.5 | 86 | 99.4 | 90 | 98.5 | 94.6 | — | — | — | — | — | |
| RAPAttack Setting=Natural, Backbone=QPLEX2025.02 | 97.8 | 96.5 | 96.6 | 93.2 | 99.1 | 98.8 | 97.7 | — | — | — | — | — | |
| RANDOMAttack Setting=Natural, Backbone=VDN2025.02 | 97.6 | 99 | 99.8 | 99.4 | 98.9 | 98.8 | 98.9 | — | — | — | — | — | |
| QMIX2026.06 | 97.6 | — | — | — | — | — | — | 70.4 | 92.4 | 67.2 | 37.6 | 12.8 | |
| RAPAttack Setting=Natural, Backbone=VDN2025.02 | 97.3 | 93.4 | 96.8 | 99.3 | 98.7 | 97.3 | 97.1 | — | — | — | — | — | |
| Vanilla QPLEXAttack Setting=Natural, Backbone=QPLEX2025.02 | 97.1 | 97.1 | 99.2 | 99.4 | 97.4 | 99.5 | 98.4 | — | — | — | — | — | |
| QPLEX2026.06 | 96.8 | — | — | — | — | — | — | 50.6 | 96.9 | 81.3 | 75 | 7.8 | |
| RAPAttack Setting=EGA, Backbone=QPLEX2025.02 | 96.7 | 78.5 | 83.3 | 85.4 | 89 | 92.7 | 88 | — | — | — | — | — | |
| ERNIEAttack Setting=Natural, Backbone=VDN2025.02 | 96.5 | 94.6 | 99.4 | 97.1 | 98.4 | 98.8 | 97.5 | — | — | — | — | — | |
| WALLAttack Setting=EGA, Backbone=QPLEX2025.02 | 96.1 | 89 | 83.9 | 99.6 | 94.4 | 96.4 | 93.2 | — | — | — | — | — | |
| RAPAttack Setting=Random Attack, Backbone=QPLEX2025.02 | 95.7 | 90.8 | 78 | 92.1 | 65.3 | 95 | 85 | — | — | — | — | — | |
| WALLAttack Setting=EGA, Backbone=VDN2025.02 | 95.5 | 91.5 | 91 | 99 | 90 | 97.5 | 94.1 | — | — | — | — | — | |
| RANDOMAttack Setting=Random Attack, Backbone=QPLEX2025.02 | 95.5 | 85.9 | 69 | 96.2 | 89 | 91.2 | 87.8 | — | — | — | — | — | |
| ROMANCEAttack Setting=Random Attack, Backbone=QPLEX2025.02 | 95.2 | 89.2 | 64.9 | 93.7 | 51.6 | 92.2 | 76 | — | — | — | — | — | |
| RARLAttack Setting=Natural, Backbone=QPLEX2025.02 | 94.6 | 94.4 | 89.7 | 88.4 | 97.8 | 98.8 | 94 | — | — | — | — | — | |
| RAPAttack Setting=Wolfpack Adversarial Attack, Backbone=QPLEX2025.02 | 93.7 | 59 | 50.3 | 86.7 | 33.7 | 45 | 56.3 | — | — | — | — | — | |
| RANDOMAttack Setting=Random Attack, Backbone=VDN2025.02 | 93.5 | 83 | 94.5 | 96 | 88.5 | 95.5 | 91.8 | — | — | — | — | — | |
| WALLAttack Setting=Wolfpack Adversarial Attack, Backbone=VDN2025.02 | 93.5 | 91.5 | 91.5 | 100 | 71.5 | 98 | 91 | — | — | — | — | — | |
| ROMANCEAttack Setting=Natural, Backbone=VDN2025.02 | 93 | 98.2 | 97.9 | 99.4 | 93.5 | 97.9 | 96.6 | — | — | — | — | — | |
| ERNIEAttack Setting=Random Attack, Backbone=QPLEX2025.02 | 93 | 82 | 59 | 93 | 80 | 91.3 | 83.1 | — | — | — | — | — | |
| ROMANCEAttack Setting=EGA, Backbone=QPLEX2025.02 | 92.5 | 79.5 | 80.3 | 90.3 | 80.7 | 95.2 | 85.6 | — | — | — | — | — | |
| RAPAttack Setting=Random Attack, Backbone=VDN2025.02 | 92.3 | 89.8 | 75.8 | 97.7 | 81.2 | 95.2 | 88.7 | — | — | — | — | — | |
| RARLAttack Setting=Random Attack, Backbone=VDN2025.02 | 92 | 81 | 64.5 | 97.3 | 72.9 | 76.3 | 80.7 | — | — | — | — | — | |
| ROMANCEAttack Setting=Random Attack, Backbone=VDN2025.02 | 92 | 91 | 79 | 98.4 | 54 | 97.5 | 85.3 | — | — | — | — | — | |
| ROMANCEAttack Setting=EGA, Backbone=VDN2025.02 | 92 | 86.5 | 93.8 | 98 | 76.5 | 95.5 | 90.3 | — | — | — | — | — | |
| RARLAttack Setting=Random Attack, Backbone=QPLEX2025.02 | 92 | 81.2 | 61.3 | 74.7 | 73.7 | 92 | 79.1 | — | — | — | — | — | |
| RARLAttack Setting=Natural, Backbone=VDN2025.02 | 91.8 | 95.3 | 92.5 | 99.3 | 96.3 | 93.2 | 94.7 | — | — | — | — | — | |
| ERNIEAttack Setting=Random Attack, Backbone=VDN2025.02 | 90.4 | 80.2 | 66.9 | 93.1 | 67.1 | 89.1 | 81.1 | — | — | — | — | — | |
| ERNIEAttack Setting=EGA, Backbone=QPLEX2025.02 | 89.3 | 64.4 | 67.3 | 51.7 | 86.7 | 86 | 74.2 | — | — | — | — | — | |
| RANDOMAttack Setting=EGA, Backbone=QPLEX2025.02 | 88.8 | 60.5 | 61.4 | 82 | 86.2 | 85.3 | 77.4 | — | — | — | — | — | |
| RAPAttack Setting=EGA, Backbone=VDN2025.02 | 87.2 | 79.9 | 93 | 97.3 | 85.7 | 91.8 | 89.3 | — | — | — | — | — | |
| RANDOMAttack Setting=EGA, Backbone=VDN2025.02 | 86.5 | 56 | 73 | 84 | 84.5 | 85.5 | 78.3 | — | — | — | — | — | |
| RARLAttack Setting=EGA, Backbone=QPLEX2025.02 | 84.7 | 63.4 | 65.7 | 71 | 86 | 89.7 | 76.7 | — | — | — | — | — | |
| Vanilla VDNAttack Setting=Natural, Backbone=VDN2025.02 | 83.5 | 98.5 | 96 | 99.3 | 97.8 | 98.3 | 95.6 | — | — | — | — | — | |
| RANDOMAttack Setting=Wolfpack Adversarial Attack, Backbone=VDN2025.02 | 83.5 | 47 | 89 | 90 | 41 | 18.5 | 61.5 | — | — | — | — | — | |
| ROMANCEAttack Setting=Wolfpack Adversarial Attack, Backbone=QPLEX2025.02 | 83.5 | 57.3 | 38.5 | 89.7 | 28.6 | 46.2 | 50.8 | — | — | — | — | — | |
| ROMANCEAttack Setting=Wolfpack Adversarial Attack, Backbone=VDN2025.02 | 83 | 63 | 46.5 | 97.5 | 19.5 | 38 | 57.9 | — | — | — | — | — | |
| RANDOMAttack Setting=Wolfpack Adversarial Attack, Backbone=QPLEX2025.02 | 82.5 | 50.5 | 16.8 | 89.5 | 45.6 | 34 | 53.2 | — | — | — | — | — | |
| ERNIEAttack Setting=EGA, Backbone=VDN2025.02 | 82.2 | 62 | 62.5 | 89.1 | 74.7 | 89.3 | 76.6 | — | — | — | — | — | |
| RAPAttack Setting=Wolfpack Adversarial Attack, Backbone=VDN2025.02 | 82.1 | 64.3 | 67.7 | 98.9 | 23.9 | 53.3 | 65 | — | — | — | — | — | |
| RARLAttack Setting=EGA, Backbone=VDN2025.02 | 81.3 | 58 | 79 | 96.5 | 76.7 | 75.9 | 77.9 | — | — | — | — | — | |
| RARLAttack Setting=Wolfpack Adversarial Attack, Backbone=QPLEX2025.02 | 79.7 | 55.5 | 27.3 | 78 | 46 | 21.3 | 51.3 | — | — | — | — | — | |
| ERNIEAttack Setting=Wolfpack Adversarial Attack, Backbone=QPLEX2025.02 | 78.7 | 52.9 | 49 | 76 | 42.7 | 20.7 | 53.3 | — | — | — | — | — | |
| Vanilla QPLEXAttack Setting=EGA, Backbone=QPLEX2025.02 | 76.9 | 48.1 | 16 | 72.5 | 58.5 | 71 | 57.2 | — | — | — | — | — | |
| Vanilla VDNAttack Setting=Random Attack, Backbone=VDN2025.02 | 76.5 | 80.5 | 65.5 | 96.5 | 52.5 | 95 | 77.8 | — | — | — | — | — | |
| Vanilla QPLEXAttack Setting=Random Attack, Backbone=QPLEX2025.02 | 75 | 75.2 | 36.2 | 81.9 | 40 | 65.3 | 62.3 | — | — | — | — | — | |
| Vanilla VDNAttack Setting=EGA, Backbone=VDN2025.02 | 74.5 | 69.5 | 54.5 | 94.5 | 59.5 | 90.5 | 73.8 | — | — | — | — | — | |
| ERNIEAttack Setting=Wolfpack Adversarial Attack, Backbone=VDN2025.02 | 66.4 | 33.1 | 25.8 | 93 | 17.2 | 23.5 | 43.2 | — | — | — | — | — | |
| RARLAttack Setting=Wolfpack Adversarial Attack, Backbone=VDN2025.02 | 61.6 | 59.5 | 41.3 | 96.8 | 13.1 | 24.3 | 49.4 | — | — | — | — | — | |
| Vanilla VDNAttack Setting=Wolfpack Adversarial Attack, Backbone=VDN2025.02 | 55.5 | 54 | 20.5 | 91.5 | 24.5 | 18.5 | 44.1 | — | — | — | — | — | |
| Vanilla QPLEXAttack Setting=Wolfpack Adversarial Attack, Backbone=QPLEX2025.02 | 41.9 | 30.8 | 11.8 | 63.7 | 30.7 | 20 | 33.1 | — | — | — | — | — |