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Interlimb Generalization of Learned Bayesian Visuomotor Prior Occurs in Extrinsic Coordinates
Christopher L Hewitson1,2,3, Paul F Sowman1,2,3, David M Kaplan1,2,3
1Department of Cognitive Science.
Eneuro
|August 23, 2018
Summary
The brain uses Bayesian integration for sensorimotor learning. Visuomotor learning generalizes to the opposite limb when coded in an extrinsic reference frame, suggesting shared neural representations.
Area of Science:
- Neuroscience
- Motor Control
- Computational Neuroscience
Background:
- The brain is thought to represent probability distributions and perform Bayesian integration during sensorimotor learning.
- However, the neural representation of this learning process is not well understood.
Purpose of the Study:
- To investigate the neural representation of sensorimotor learning.
- To determine if visuomotor learning generalizes between limbs and its reference frame.
Main Methods:
- Replicated behavioral findings on Bayes-optimal sensorimotor adaptation.
- Tested generalization of visuomotor learning to the untrained limb.
- Analyzed learning representation in extrinsic vs. intrinsic reference frames.
Main Results:
- Humans demonstrated Bayes-optimal performance by integrating sensory uncertainty and statistical distributions.
- Visuomotor learning generalized to the opposite limb only when the perturbation was extrinsically congruent.
- This indicates that learned visuomotor adaptations are represented in an extrinsic reference frame.
Conclusions:
- Sensorimotor learning involves Bayesian integration of sensory information and prior knowledge.
- The neural representation of visuomotor learning is primarily coded in an extrinsic reference frame.
- This extrinsic representation is accessible to untrained limbs, facilitating generalization.
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