Back to search

Article

Long short-term prediction guides human metacognitive reinforcement learning

2023-06-28

Abstract excerpt

<title>Abstract</title> <p>Long-term prediction ensures stable but slow learning. Short-term prediction is fast but deemed to be risky in context-changing environments. To understand how humans resolve this conflict, we fitted nine biologically plausible reinforcement learning models to 82 human behavior data using a human-model policy matching method. One meta-RL model replicates subjects' context-dependent beha...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
bb96cf04-9b5f-5b90-b63b-6c1ac281d61d
DOI
10.21203/rs.3.rs-3080402/v1
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Long short-term prediction guides human metacognitive reinforcement learningDOI 10.21203/rs.3.rs-3080402/v1
Select a neighboring publication to make it the new centre.