Reinforcement Learning on Atari 100k raw (test)
1,173.2AlienBBF
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BBFType=Model-free2024.05 | 1,173.2 | 244.6 | 2,098.5 | 3,946.1 | 732.9 | 24,459.8 | 85.8 | 370.6 | 7,549.3 | 58,431.8 | 13,341.4 | 25.5 | 2,384.8 | 1,331.2 | 7,818.6 | 1,129.6 | 6,614.7 | 8,223.4 | 18,991.7 | 2,008.3 | 16.7 | 40.5 | 4,447.1 | 33,426.8 | 1,232.5 | 12,101.7 | 12 | 2.247 | 1.139 | |
| SR-SPRType=Model-free2024.05 | 1,107.8 | 203.4 | 1,088.9 | 903.1 | 531.7 | 17,671 | 45.8 | 25.5 | 2,362.1 | 45,544.1 | 2,814.4 | 25.4 | 2,584.8 | 712.4 | 8,524 | 389.1 | 3,631.7 | 5,911.8 | 18,649.4 | 1,574.1 | 2.9 | 97.9 | 4,044.1 | 13,463.4 | 819 | 112,450.3 | 9 | 1.271 | 0.7 | |
| SPRType=Model-free2024.05 | 841.9 | 179.7 | 565.6 | 962.5 | 345.4 | 14,834.1 | 35.7 | 19.6 | 946.3 | 36,700.5 | 517.6 | 19.3 | 1,170.7 | 660.6 | 5,858.6 | 366.5 | 3,617.4 | 3,681.6 | 14,783.2 | 1,318.4 | -5.4 | 86 | 866.3 | 12,213.1 | 558.1 | 10,859.2 | 6 | 0.616 | 0.337 | |
| EfficientZeroType=Search-based2024.05 | 808.5 | 148.6 | 1,263.1 | 25,557.8 | 351 | 13,871.2 | 52.7 | 414.1 | 1,117.3 | 83,940.2 | 13,003.9 | 21.8 | 296.3 | 3,260.3 | 9,315.9 | 517 | 724.1 | 5,663.3 | 30,944.8 | 1,281.2 | 20.1 | 96.7 | 13,781.9 | 17,751.3 | 1,100.2 | 17,264.2 | 14 | 1.943 | 1.047 | |
| DIAMONDType=Model-free2024.05 | 744.1 | 225.8 | 1,526.4 | 3,698.5 | 19.7 | 4,702 | 86.9 | 132.5 | 1,369.8 | 99,167.8 | 288.1 | 33.3 | 274.1 | 5,897.9 | 5,621.8 | 427.4 | 5,382.2 | 8,610.1 | 18,713.6 | 1,958.2 | 20.4 | 114.3 | 4,499.3 | 20,673.2 | 551.2 | 3,856.3 | 11 | 1.459 | 0.641 | |
| CURLType=Model-free2024.05 | 711 | 113.7 | 500.9 | 567.2 | 65.3 | 8,997.8 | 0.9 | 2.6 | 783.5 | 9,154.4 | 646.5 | 28.3 | 1,226.5 | 400.9 | 4,987.7 | 331 | 740.2 | 3,049.2 | 8,155.6 | 1,064 | -18.5 | 81.9 | 727 | 5,006.1 | 315.2 | 2,646.4 | 2 | 0.261 | 0.113 | |
| MuZeroType=Search-based2024.05 | 530 | 38.8 | 500.1 | 1,734 | 192.5 | 7,687.5 | 15.1 | 48 | 1,350 | 56,937 | 3,527 | 21.8 | 255 | 1,256 | 3,095 | 87.5 | 62.5 | 4,890.8 | 18,813 | 1,265.6 | -6.7 | 56.3 | 3,952 | 2,500 | 208 | 2,896.9 | 5 | 0.562 | 0.288 |