Reinforcement Learning on Atari 2600 (test)
6,875AlienHuman Expert
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Human Expert2015.07 | 6,875 | 13,157 | 734.4 | 5,775 | 154.8 | 31.8 | 309.6 | 29.6 | 4,335 | 4,367 | 9.3 | 13,455 | 20,182 | 1,652 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DQNepochs=10002015.07 | 3,069 | 1,629 | 429.7 | 6,846 | 42.4 | 401.2 | 301.8 | 30.3 | 328.3 | 0 | 18.9 | 10,596 | 5,286 | 1,976 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Exploration Static AEepochs=1002015.07 | 1,436 | 1,486 | 131 | 1,520 | 130 | 162 | 264 | 10.5 | 649 | 0 | 18.5 | 3,291 | 2,636 | 649 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Thompson Samplingepochs=1002015.07 | 1,322 | 812 | 129 | 1,361 | 85.2 | 222 | 236 | 12 | 494 | 0 | 18.2 | 3,251 | 1,337 | 459 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Boltzman Explorationepochs=1002015.07 | 1,301 | 1,287 | 101 | 1,228 | 113 | 219 | 284 | 13.9 | 605 | 0 | 18.2 | 4,014 | 3,808 | 697 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PEERAmount of training data=100k2022.05 | 1,218.9 | — | 78.6 | — | — | 8.5 | — | 30.4 | 2,151 | — | -9.5 | 2,197.7 | 538.5 | — | 185.2 | 721 | 918.2 | 15,727.3 | 14.5 | 1,451.8 | 18,922.7 | 1,236.7 | 681.8 | 7,499.9 | 414.1 | 1,148.2 | 5,444.7 | 15,439.1 | 1,768.4 | 3,207.7 | 10,697.3 | 7,680.9 | |
| Exploration Dynamic AEepochs=1002015.07 | 1,190 | 939 | 95 | 1,640 | 133 | 178 | 277 | 12.5 | 380 | 0 | 18.2 | 3,263 | 4,472 | 716 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DQNepochs=1002015.07 | 1,018 | 1,043 | 102 | 1,604 | 68.1 | 146 | 281 | 10.5 | 369 | 0 | 17.6 | 4,649 | 2,106 | 634 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuZero2022.05 | 530 | — | 192.5 | — | — | 48 | — | 21.8 | 255 | — | -6.7 | 3,952 | 208 | — | 38.8 | 500.1 | 1,734 | 7,687.5 | 15.1 | 1,350 | 56,937 | 3,527 | 1,256 | 3,095 | 87.5 | 62.5 | 4,890.8 | 18,813 | 1,265.6 | 56.3 | 2,500 | 2,896.9 | |
| Dreamer-V2Amount of training data=1000k2022.05 | 384.1 | — | 127.1 | — | — | 1.5 | — | 11.6 | 302.5 | — | -18.3 | 318.6 | 356 | — | 29.8 | 433.4 | 330.6 | 4,200 | 37.7 | 687.5 | 25,232.5 | 182.9 | 820.2 | 2,185 | 81.2 | 150 | 3,853.8 | 12,420.3 | 647.9 | 188.8 | 3,622.5 | 8,025.1 |