The best hyper-parameters for DQN / DDQN / Averaged DQN / Maxmin DQN
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qlan3
opened this issue 3 years ago
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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 |
/ |
/ |
/ |
/ |