Prioritized Experience Replay
GPTKB entity
Statements (19)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
reinforcement learning technique
|
| gptkbp:address |
inefficiency of uniform sampling
|
| gptkbp:amendedBy |
experience replay
|
| gptkbp:appliesTo |
gptkb:DQN
gptkb:Rainbow_DQN |
| gptkbp:category |
gptkb:model
gptkb:reinforcement_learning |
| gptkbp:citation |
over 4000
|
| gptkbp:hasConcept |
sampling probability proportional to TD error
|
| https://www.w3.org/2000/01/rdf-schema#label |
Prioritized Experience Replay
|
| gptkbp:improves |
sample efficiency
learning speed |
| gptkbp:priorityDate |
transitions with high TD error
|
| gptkbp:proposedBy |
gptkb:Tom_Schaul
2015 |
| gptkbp:publishedIn |
arXiv:1511.05952
|
| gptkbp:usedIn |
deep reinforcement learning
|
| gptkbp:bfsParent |
gptkb:Deep_Q-Network_(DQN)
|
| gptkbp:bfsLayer |
6
|