Individual differences in motor learning ability are widely acknowledged, yet little is known about the factors that underlie them. Here we explore whether movement-to-movement variability in motor output, a ubiquitous if often unwanted characteristic of motor performance, predicts motor learning ability. Surprisingly, we found that higher levels of task-relevant motor variability predicted faster learning both across individuals and across tasks in two different paradigms, one relying on reward-based learning to shape specific arm movement trajectories and the other relying on error-based learning to adapt movements in novel physical environments. We proceeded to show that training can reshape the temporal structure of motor variability, aligning it with the trained task to improve learning. These results provide experimental support for the importance of action exploration, a key idea from reinforcement learning theory, showing that motor variability facilitates motor learning in humans and that our nervous systems actively regulate it to improve learning.
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Harvard Univ, Ctr Brain Sci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Ali, Farhan
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Otchy, Timothy M.
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机构:
Harvard Univ, Ctr Brain Sci, Cambridge, MA 02138 USA
Harvard Univ, Program Neurosci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Otchy, Timothy M.
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机构:
Pehlevan, Cengiz
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Fantana, Antoniu L.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Harvard Univ, Ctr Brain Sci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Fantana, Antoniu L.
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Burak, Yoram
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h-index: 0
机构:
Harvard Univ, Ctr Brain Sci, Cambridge, MA 02138 USA
Harvard Univ, Swartz Program Theoret Neurosci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Burak, Yoram
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Oelveczky, Bence P.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Harvard Univ, Ctr Brain Sci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
机构:
Univ Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Neurosci Grad Program, San Francisco, CA 94143 USAUniv Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
Charlesworth, Jonathan D.
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Warren, Timothy L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Neurosci Grad Program, San Francisco, CA 94143 USAUniv Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
Warren, Timothy L.
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Brainard, Michael S.
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h-index: 0
机构:
Univ Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Neurosci Grad Program, San Francisco, CA 94143 USAUniv Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Harvard Univ, Ctr Brain Sci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Ali, Farhan
;
Otchy, Timothy M.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Ctr Brain Sci, Cambridge, MA 02138 USA
Harvard Univ, Program Neurosci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Otchy, Timothy M.
;
论文数: 引用数:
h-index:
机构:
Pehlevan, Cengiz
;
Fantana, Antoniu L.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Harvard Univ, Ctr Brain Sci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Fantana, Antoniu L.
;
Burak, Yoram
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Ctr Brain Sci, Cambridge, MA 02138 USA
Harvard Univ, Swartz Program Theoret Neurosci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Burak, Yoram
;
Oelveczky, Bence P.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Harvard Univ, Ctr Brain Sci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
机构:
Univ Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Neurosci Grad Program, San Francisco, CA 94143 USAUniv Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
Charlesworth, Jonathan D.
;
Warren, Timothy L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Neurosci Grad Program, San Francisco, CA 94143 USAUniv Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
Warren, Timothy L.
;
Brainard, Michael S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Neurosci Grad Program, San Francisco, CA 94143 USAUniv Calif San Francisco, WM Keck Ctr Integrat Neurosci, Dept Physiol, San Francisco, CA 94143 USA