Article

Multi-Task Reinforcement Learning in Humans

2019-10-22

Abstract excerpt

<h4>ABSTRACT</h4> The ability to transfer knowledge across tasks and generalize to novel ones is an important hallmark of human intelligence. Yet not much is known about human multi-task reinforcement learning. We study participants’ behavior in a novel two-step decision making task with multiple features and changing reward functions. We compare their behavior to two state-of-the-art algorithms for multi-task re...

Topics

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

Identifiers and source

Literature Corpus work: c0367e3e-9abe-5138-89f1-7c6a8d766e25
DOI: 10.1101/815332

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Multi-Task Reinforcement Learning in HumansDOI 10.1101/815332Read

Temporal and state abstractions for efficient learning, transfer and composition in humansSemantic proximity Read

Compositional generalization in multi-armed banditsSemantic proximity Read

Reward-predictive representations generalize across tasks in reinforcement learningSemantic proximity Read

Computational Evidence for Hierarchically-Structured Reinforcement Learning in HumansSemantic proximity Read

Advances in deep reinforcement learning enable better predictions of human behavior in time-continuous tasksSemantic proximity Read

Meta-learning attentional strategies in multidimensional reinforcement learningSemantic proximity Read

Long short-term prediction guides human metacognitive reinforcement learningSemantic proximity Read

An inductive bias for slowly changing features in human reinforcement learningSemantic proximity Read

Humans flexibly integrate social information despite interindividual differences in rewardSemantic proximity Read

Humans flexibly integrate social information despite interindividual differences in rewardSemantic proximity Read

Predicting human prediction error empowers reward learning task designSemantic proximity Read

Modeling sensory-motor decisions in natural behaviorSemantic proximity Read