Experience Replay

AI and Machine Learning · Reinforcement Learning · 2013 · experience-replay.yaml

Stores transitions in a buffer and samples them at random, so an update is not dominated by whatever just happened.

• supersedescorrects · extends
• classifiesspecializes · part-of
• substitutes forapproximates · alternative-to
• depends onrequires · validates

Colour is the family; a dashed line is the second member of it.

This node

• correctsfixes a defect in Deep Q-Networkconsecutive transitions are correlated

References

• Playing Atari with Deep Reinforcement Learning — Mnih et al. — 2013 · link