A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning

Benchmark Model Rank Results
smac-on-smac-26m-vs-30mDMIX#1Average Score: 19.17Median Win Rate: 81.82
smac-on-smac-26m-vs-30mQPLEX#2Average Score: 18.66Median Win Rate: 78.12
smac-on-smac-26m-vs-30mDDN#3Average Score: 18.49Median Win Rate: 67.90
smac-on-smac-26m-vs-30mDPLEX#4Average Score: 18.49Median Win Rate: 59.38
smac-on-smac-26m-vs-30mQMIX#5Average Score: 18.23Median Win Rate: 62.78
smac-on-smac-26m-vs-30mVDN#6Average Score: 16.69Median Win Rate: 23.01
smac-on-smac-27m-vs-30mDPLEX#2Median Win Rate: 90.62Average Score: 19.62
smac-on-smac-27m-vs-30mQPLEX#5Median Win Rate: 78.12Average Score: 19.33
smac-on-smac-3s5z-vs-3s6z-1DPLEX#4Median Win Rate: 90.62Average Score: 20.27
smac-on-smac-3s5z-vs-3s6z-1QPLEX#6Median Win Rate: 84.38Average Score: 20.42
smac-on-smac-3s5z-vs-4s6zDDN#1Average Score: 19.65Median Win Rate: 89.77
smac-on-smac-3s5z-vs-4s6zDMIX#2Average Score: 18.61Median Win Rate: 83.52
smac-on-smac-3s5z-vs-4s6zVDN#3Average Score: 17.16Median Win Rate: 47.16
smac-on-smac-3s5z-vs-4s6zDPLEX#4Average Score: 14.99
smac-on-smac-3s5z-vs-4s6zQPLEX#5Average Score: 13.60
smac-on-smac-3s5z-vs-4s6zQMIX#6Average Score: 13.09
smac-on-smac-6h-vs-8z-1DPLEX#4Median Win Rate: 43.75Average Score: 17.88
smac-on-smac-6h-vs-8z-1QPLEX#14Average Score: 15.95
smac-on-smac-6h-vs-9zDDN#1Average Score: 16.00Median Win Rate: 0.28
smac-on-smac-6h-vs-9zDPLEX#2Average Score: 14.84
smac-on-smac-6h-vs-9zQPLEX#3Average Score: 13.86
smac-on-smac-6h-vs-9zDMIX#4Average Score: 13.73
smac-on-smac-6h-vs-9zVDN#5Average Score: 13.57
smac-on-smac-6h-vs-9zQMIX#6Average Score: 12.37Median Win Rate: 1.14
smac-on-smac-corridorDPLEX#7Median Win Rate: 81.25Average Score: 19.08
smac-on-smac-corridorQPLEX#8Median Win Rate: 75.00Average Score: 18.73
smac-on-smac-corridor-2z-vs-24zgDDN#1Average Score: 11.10Median Win Rate: 41.19
smac-on-smac-corridor-2z-vs-24zgDPLEX#2Average Score: 10.71Median Win Rate: 3.12
smac-on-smac-corridor-2z-vs-24zgVDN#3Average Score: 7.78Median Win Rate: 0.00
smac-on-smac-corridor-2z-vs-24zgDMIX#4Average Score: 7.41
smac-on-smac-corridor-2z-vs-24zgQPLEX#5Average Score: 6.44
smac-on-smac-corridor-2z-vs-24zgQMIX#6Average Score: 4.80
smac-on-smac-mmm2-1DPLEX#3Median Win Rate: 96.88Average Score: 19.93
smac-on-smac-mmm2-1QPLEX#4Median Win Rate: 96.88Average Score: 19.60
smac-on-smac-mmm2-7m2m1m-vs-8m4m1mDDN#1Average Score: 16.50Median Win Rate: 56.82
smac-on-smac-mmm2-7m2m1m-vs-8m4m1mDMIX#2Average Score: 16.24Median Win Rate: 63.35
smac-on-smac-mmm2-7m2m1m-vs-8m4m1mDPLEX#3Average Score: 15.89Median Win Rate: 50.00
smac-on-smac-mmm2-7m2m1m-vs-8m4m1mQPLEX#4Average Score: 15.52Median Win Rate: 46.88
smac-on-smac-mmm2-7m2m1m-vs-8m4m1mQMIX#5Average Score: 14.40Median Win Rate: 29.55
smac-on-smac-mmm2-7m2m1m-vs-8m4m1mVDN#6Average Score: 13.13Median Win Rate: 13.35
smac-on-smac-mmm2-7m2m1m-vs-9m3m1mDDN#1Average Score: 19.45Median Win Rate: 90.34
smac-on-smac-mmm2-7m2m1m-vs-9m3m1mDPLEX#2Average Score: 19.40Median Win Rate: 90.62
smac-on-smac-mmm2-7m2m1m-vs-9m3m1mDMIX#3Average Score: 19.33Median Win Rate: 92.33
smac-on-smac-mmm2-7m2m1m-vs-9m3m1mQPLEX#4Average Score: 19.06Median Win Rate: 90.62
smac-on-smac-mmm2-7m2m1m-vs-9m3m1mQMIX#5Average Score: 19.01Median Win Rate: 88.64
smac-on-smac-mmm2-7m2m1m-vs-9m3m1mVDN#6Average Score: 17.30Median Win Rate: 75.00