Atari Game Playing on Atari 2600 (57 games, human starts)
162Median Human-Normalized ScoreIQN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IQNEvaluation protocol=human-starts2018.06 | 162 | — | |
| RAINBOWEvaluation protocol=human-starts2018.06 | 153 | — | |
| PRIOR.Evaluation protocol=human-starts2018.06 | 128 | — | |
| Prioritized DQNTraining Time=8 days on GPU2016.02 | 127.6 | 463.6 | |
| C51Evaluation protocol=human-starts2018.06 | 125 | — | |
| Dueling D-DQNTraining Time=8 days on GPU2016.02 | 117.1 | 343.8 | |
| A3C, FFArchitecture=Feedforward, Training Time=4 days on CPU2016.02 | 116.6 | 496.8 | |
| A3CEvaluation protocol=human-starts2018.06 | 116 | — | |
| A3C, LSTMArchitecture=Recurrent (LSTM), Training Time=4 days on CPU2016.02 | 112.6 | 623 | |
| D-DQNTraining Time=8 days on GPU2016.02 | 110.9 | 332.9 | |
| GorilaTraining Time=4 days, 100 machines2016.02 | 71.3 | 215.2 | |
| A3C, FFArchitecture=Feedforward, Training Time=1 day on CPU2016.02 | 68.2 | 344.1 | |
| DQNEvaluation protocol=human-starts2018.06 | 68 | — | |
| DQNTraining Time=8 days on GPU2016.02 | 47.5 | 121.9 |