MXNet implementation of Deep Q-learning
| Game | Random Play | Best Linear Learner | Contingency (SARSA) | Human | DQN | MXDQN | Normalized DQN (% Human) | Normalized MXDQN (% Human) |
|---|---|---|---|---|---|---|---|---|
| Alien | 228 | 939 | 103 | 6875 | 3069 | 2331.1 | 43% | 32% |
| Amidar | 6 | 103 | 184 | 1676 | 739.5 | 829 | 44% | 49% |
| Assault | 222 | 628 | 537 | 1496 | 3359 | 2238.8 | 246% | 158% |
| Asterix | 210 | 987 | 1332 | 8503 | 6012 | 10433.3 | 70% | 123% |
| Asteroids | 719 | 907 | 89 | 13157 | 1629 | 1205.2 | 7% | 4% |
| Atlantis | 12850 | 62687 | 853 | 29028 | 85641 | 4119800 | 450% | 25386% |
| Bank Heist | 14 | 191 | 67 | 734 | 429.7 | 603.3 | 58% | 82% |
| Battle Zone | 2360 | 15820 | 16 | 37800 | 26300 | 33000 | 68% | 86% |
| Beam Rider | 364 | 929 | 1743 | 5775 | 6846 | 8957.1 | 120% | 159% |
| Bowling | 23 | 44 | 36 | 155 | 42.4 | 57.2 | 15% | 26% |
| Boxing | 0.1 | 44 | 10 | 4 | 71.8 | 94.9 | 1708% | 2257% |
| Breakout | 2 | 5 | 6 | 32 | 401.2 | 397.9 | 1327% | 1316% |
| Centipede | 2091 | 8803 | 4647 | 11963 | 8309 | 4040.2 | 63% | 20% |
| Chopper Command | 811 | 1582 | 17 | 9882 | 6687 | 3636.2 | 65% | 31% |
| Crazy Climber | 10781 | 23411 | 150 | 35411 | 114103 | 118123.3 | 420% | 436% |
| Demon Attack | 152 | 521 | 0 | 3401 | 9711 | 17029.2 | 294% | 519% |
| Double Dunk | -19 | -13 | -16 | -16 | -18.1 | -10.7 | 17% | 255% |
| Endure | 0 | 129 | 159 | 310 | 301.8 | 1421.6 | 98% | 459% |
| Fishing Derby | -92 | -90 | -85 | 6 | -0.8 | 25.2 | 94% | 120% |
| Freeway | 0 | 19 | 20 | 30 | 30.3 | 30.7 | 102% | 104% |
| Frostbite | 65 | 217 | 181 | 4335 | 328.3 | 591.2 | 6% | 12% |
| Gopher | 258 | 1288 | 2368 | 2321 | 8520 | 11403.4 | 400% | 540% |
| Gravitar | 173 | 388 | 429 | 2672 | 306.7 | 611 | 5% | 18% |
| H.ER.O. | 1027 | 6459 | 7295 | 25763 | 19950 | 13783.4 | 77% | 52% |
| Ice Hockey | -11 | -10 | -3 | 0.9 | -1.6 | -3.9 | 79% | 60% |
| James Bond | 29 | 203 | 354 | 407 | 576.7 | 536 | 145% | 134% |
| Kangaroo | 52 | 1622 | 9 | 3035 | 6740 | 11060 | 224% | 369% |
| Krull | 1598 | 3372 | 3341 | 2395 | 3805 | 7904.7 | 277% | 791% |
| Kung-Fu Master | 259 | 19544 | 29151 | 22736 | 23270 | 24382.4 | 102% | 107% |
| Montezuma's Revenge | 0 | 11 | 259 | 4367 | 0 | 200 | 0.0% | 5% |
| Ms. Pacman | 307 | 1692 | 1227 | 15693 | 2311 | 2471.5 | 13% | 14% |
| Name This Game | 2292 | 2500 | 2247 | 4076 | 7257 | 10386.5 | 278% | 454% |
| Pong | -21 | -19 | -17 | 9 | 18.9 | 20 | 132% | 136% |
| Private Eye | 25 | 684 | 86 | 69571 | 1788 | 434.8 | 3% | 1% |
| Dieted | 164 | 614 | 960 | 13455 | 10596 | 10929.4 | 79% | 81% |
| River Raid | 1339 | 1904 | 2650 | 13513 | 8316 | 1451.8 | 57% | 1% |
| Road Runner | 12 | 68 | 89 | 7845 | 18257 | 44290.1 | 233% | 565% |
| Robotank | 2 | 29 | 12 | 12 | 51.6 | 27.5 | 509% | 261% |
| Seaquest | 68 | 665 | 676 | 20182 | 5286 | 28598.9 | 26% | 142% |
| Space Invaders | 148 | 250 | 268 | 1652 | 1976 | 1662.1 | 122% | 101% |
| Star Gunner | 664 | 1070 | 9 | 10250 | 57997 | 50063.2 | 598% | 515% |
| Tennis | -24 | 0 | 0 | -9 | -2.5 | 0 | 143% | 160% |
| Time Pilot | 3568 | 3741 | 25 | 5925 | 5947 | 6988.9 | 101% | 145% |
| Tutankham | 11 | 114 | 98 | 168 | 186.7 | 325 | 112% | 201% |
| Up and Down | 533 | 3533 | 2449 | 9082 | 8456 | 16000.3 | 93% | 181% |
| Venture | 0 | 66 | 0.6 | 1188 | 3830 | 1151 | 32% | 97% |
| Video Pinball | 16257 | 16871 | 19761 | 17298 | 42684 | 211099.5 | 2539% | 18717% |
| Wizard of Wor | 564 | 1981 | 37 | 4757 | 3393 | 1343.6 | 68% | 19% |
| Zazzon | 33 | 3365 | 21 | 9173 | 4977 | 18261.8 | 54% | 199% |
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