The best hyper-parameters for DQN / DDQN / Averaged DQN / Maxmin DQN
Open
qlan3
opened this issue 4 years ago
•
0 comments
| Catcher |
DQN |
DDQN |
Averaged DQN |
Maxmin DQN |
| lr |
0.0001 |
0.0001 |
0.0001 |
0.0003 |
| target_networks_num |
/ |
/ |
2 |
6 |
| Lunarlander |
DQN |
DDQN |
Averaged DQN |
Maxmin DQN |
| lr |
0.0003 |
0.0003 |
0.0003 |
0.001 |
| target_networks_num |
/ |
/ |
4 |
3 |
| Pixelcopter |
DQN |
DDQN |
Averaged DQN |
Maxmin DQN |
| lr |
3e-05 |
3e-05 |
3e-05 |
0.0003 |
| target_networks_num |
/ |
/ |
7 |
6 |
| Space Invaders |
DQN |
DDQN |
Averaged DQN |
Maxmin DQN |
| lr |
0.0003 |
|
|
|
| target_networks_num |
/ |
/ |
/ |
/ |
| Seaquest |
DQN |
DDQN |
Averaged DQN |
Maxmin DQN |
| lr |
0.0001 |
|
|
|
| target_networks_num |
/ |
/ |
/ |
/ |
| Asterix |
DQN |
DDQN |
Averaged DQN |
Maxmin DQN |
| lr |
0.0001 |
|
|
|
| target_networks_num |
/ |
/ |
/ |
/ |
| Breakout |
DQN |
DDQN |
Averaged DQN |
Maxmin DQN |
| lr |
0.001 |
|
|
|
| target_networks_num |
/ |
/ |
/ |
/ |