Motor learning adapts to effort-dependent uncertainty
Polina E. Zhigulina, Lukas Jan VolziD, Tanya Elisabeth Bentley, Philip Zeyen, Frank JesseniD, Marc TittgemeyeriD, Lionel RigouxiD
Abstract
Adaptive behaviour depends on continuously updating motor control when action outcomes differ from expectations. Because action execution and sensory feedback are noisy, the value of an error depends on how reliably it reflects the consequences of an action. Most studies have manipulated the reliability of sensory feedback or action outcomes rather than uncertainty generated by the action itself. Here we show that motor adaptation is calibrated to effort-dependent uncertainty arising during action generation. Using a force-based motor adaptation paradigm, we demonstrate that greater effort progressively increased uncertainty in action execution and proprioceptive feedback, with corresponding changes in adaptation rate that closely matched normative predictions. Reward enhanced adaptation by improving proprioceptive precision rather than directly changing adaptation rate. Supporting this framework, patients with major depressive disorder exhibited elevated execution and proprioceptive uncertainty, impaired reward-dependent improvement in proprioceptive precision, and slower motor adaptation. These findings establish intrinsic uncertainty as a general determinant of adaptive behaviour, linking action generation, sensory evaluation, and motivation.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Sensory uncertainty punctuates motor learning independently of movement error when both feedforward and feedback control processes are engaged
C. L. Hewitson, D. M. Kaplan, M. Crossley·bioRxiv·Sep 1, 2022
- The Effect of Visual Uncertainty on Implicit Motor Adaptation
Jonathan Sanching Tsay, Guy Avraham, … Richard B. Ivry·Journal of NeurophysiologyPeer-reviewed·Nov 25, 2020
- Goal Uncertainty Attenuates Sensorimotor Adaptation
Sritej Padmanabhan, Reza Shadmehr, … Jonathan Sanching Tsay·Journal of NeurophysiologyPeer-reviewed·Nov 28, 2025
- Sensorimotor confidence during explicit motor adaptation
Marissa H. Evans, Michael S. Landy·bioRxiv·Oct 31, 2025
- Task relevance selectively modulates sensorimotor adaptation in the presence of multiple prediction errors.
Somesh N Shingane, Nishant Rao, … Pratik K. Mutha·Journal of NeurophysiologyPeer-reviewed·Jul 17, 2025
- Explicit reward stabilizes motor output by attenuating sensory prediction error driven learning
Gaurav Panthi, Pratik K. Mutha·bioRxiv·Jan 13, 2026