DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning

Benchmark Model Rank Results
smac-on-smac-27m-vs-30mDDN#1Median Win Rate: 91.48Average Score: 19.71
smac-on-smac-27m-vs-30mDMIX#3Median Win Rate: 85.45Average Score: 19.43
smac-on-smac-27m-vs-30mQMIX#4Median Win Rate: 84.77Average Score: 19.41
smac-on-smac-27m-vs-30mVDN#6Median Win Rate: 63.12Average Score: 18.45
smac-on-smac-27m-vs-30mDIQL#9Median Win Rate: 6.02Average Score: 14.45
smac-on-smac-27m-vs-30mIQL#10Median Win Rate: 2.27Average Score: 14.01
smac-on-smac-3s5z-vs-3s6z-1DDN#2Median Win Rate: 94.03Average Score: 20.94
smac-on-smac-3s5z-vs-3s6z-1DMIX#3Median Win Rate: 91.08Average Score: 19.7
smac-on-smac-3s5z-vs-3s6z-1VDN#5Median Win Rate: 89.2Average Score: 19.75
smac-on-smac-3s5z-vs-3s6z-1QMIX#7Median Win Rate: 67.22Average Score: 20.16
smac-on-smac-3s5z-vs-3s6z-1DIQL#8Median Win Rate: 62.22Average Score: 17.52
smac-on-smac-3s5z-vs-3s6z-1IQL#9Median Win Rate: 29.83Average Score: 16.54
smac-on-smac-6h-vs-8z-1DDN#2Median Win Rate: 83.92Average Score: 19.4
smac-on-smac-6h-vs-8z-1DMIX#3Median Win Rate: 49.43Average Score: 17.14
smac-on-smac-6h-vs-8z-1QMIX#5Median Win Rate: 12.78Average Score: 14.37
smac-on-smac-6h-vs-8z-1VDN#11Median Win Rate: 0Average Score: 15.41
smac-on-smac-6h-vs-8z-1DIQL#12Median Win Rate: 0.00Average Score: 14.94
smac-on-smac-6h-vs-8z-1IQL#13Median Win Rate: 0Average Score: 13.78
smac-on-smac-corridorDDN#2Median Win Rate: 95.4Average Score: 20
smac-on-smac-corridorDIQL#3Median Win Rate: 91.62Average Score: 19.68
smac-on-smac-corridorDMIX#4Median Win Rate: 90.45Average Score: 19.66
smac-on-smac-corridorVDN#5Median Win Rate: 85.34Average Score: 19.47
smac-on-smac-corridorIQL#6Median Win Rate: 84.87Average Score: 19.42
smac-on-smac-corridorQMIX#9Median Win Rate: 37.61Average Score: 15.07
smac-on-smac-def-armored-parallelDMIX#1Median Win Rate: 90.0
smac-on-smac-def-armored-parallelDDN#6Median Win Rate: 0.0
smac-on-smac-def-armored-parallelDIQL#7Median Win Rate: 0.0
smac-on-smac-def-armored-sequentialDMIX#4Median Win Rate: 81.3
smac-on-smac-def-armored-sequentialDDN#5Median Win Rate: 71.9
smac-on-smac-def-armored-sequentialDIQL#6Median Win Rate: 53.1
smac-on-smac-def-infantry-parallelDMIX#4Median Win Rate: 90.0
smac-on-smac-def-infantry-parallelDDN#9Median Win Rate: 20.0
smac-on-smac-def-infantry-sequentialDMIX#3Median Win Rate: 100
smac-on-smac-def-infantry-sequentialDIQL#6Median Win Rate: 93.8
smac-on-smac-def-infantry-sequentialDDN#8Median Win Rate: 90.6
smac-on-smac-def-outnumbered-parallelDMIX#2Median Win Rate: 5.0
smac-on-smac-def-outnumbered-parallelDDN#6Median Win Rate: 0.0
smac-on-smac-def-outnumbered-parallelDIQL#7Median Win Rate: 0.0
smac-on-smac-def-outnumbered-sequentialDDN#6Median Win Rate: 0.0
smac-on-smac-def-outnumbered-sequentialDIQL#7Median Win Rate: 0.0
smac-on-smac-def-outnumbered-sequentialDMIX#8Median Win Rate: 0.0
smac-on-smac-mmm2-1DDN#2Median Win Rate: 97.22Average Score: 20.9
smac-on-smac-mmm2-1DMIX#5Median Win Rate: 95.11Average Score: 19.87
smac-on-smac-mmm2-1QMIX#6Median Win Rate: 92.44Average Score: 19.42
smac-on-smac-mmm2-1VDN#7Median Win Rate: 89.2Average Score: 19.36
smac-on-smac-mmm2-1DIQL#8Median Win Rate: 85.23Average Score: 19.21
smac-on-smac-mmm2-1IQL#11Median Win Rate: 68.92Average Score: 17.5
smac-on-smac-off-complicated-parallelDDN#5Median Win Rate: 0.0
smac-on-smac-off-complicated-parallelDIQL#6Median Win Rate: 0.0
smac-on-smac-off-complicated-parallelDMIX#7Median Win Rate: 0.0
smac-on-smac-off-distant-parallelDIQL#4Median Win Rate: 0.0
smac-on-smac-off-distant-parallelDDN#7Median Win Rate: 0.0
smac-on-smac-off-distant-parallelDMIX#8Median Win Rate: 0.0
smac-on-smac-off-hard-parallelDDN#5Median Win Rate: 0.0
smac-on-smac-off-hard-parallelDIQL#6Median Win Rate: 0.0
smac-on-smac-off-hard-parallelDMIX#7Median Win Rate: 0.0
smac-on-smac-off-near-parallelDDN#5Median Win Rate: 0.0
smac-on-smac-off-near-parallelDIQL#6Median Win Rate: 0.0
smac-on-smac-off-near-parallelDMIX#7Median Win Rate: 0.0
smac-on-smac-off-superhard-parallelDDN#5Median Win Rate: 0.0
smac-on-smac-off-superhard-parallelDIQL#6Median Win Rate: 0.0
smac-on-smac-off-superhard-parallelDMIX#7Median Win Rate: 0.0