Papers Read

Papers Read

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Contents

Motor Adaptation

Dual Adaptation

Explicit vs Implicit Motor Adaptation

Biological Evidence

  • Hadipour-Niktarash A et al. Impairment of retention but n.., J Neurosci. 2007
    • TMS disruption of M1 produces more fragile motor memory that shows poor retention
    • No such effect for the disruption of PMd
    • No such effect for the delayed(> 700ms) disruption of M1
    • Processing in M1 contributes to retention in a time-dependent manner, with a strong contribution early in the intertrial interval when there is a high probability of receiving error feedback, and weaker contribution at later times.
  • Tseng YW et al. Sensory prediction errors dri.., J Neurophysiol. 2007
    • Only sensory errors were needed for learning, not motor correction.
    • Cerebellum and cerebella cortex -> forward model, kinematics
    • Motor cortex and other motor area -> inverse model, dynamics
    • The cerebellar group qualitatively appears to have lost an initial fast-adaptive component


Reinforcement Learning: TD learning

TD Model

  • [Doya K, Neural Comp. 2000]
  • [Daw ND et al., Neural Comp. 2003]
  • [Bertin M et al., Neural Networks 2007]


DA Neural Data

  • [Fiorillo CD et al., Science 2003]
  • [Fiorillo CD et al., Nat Neuro 2007]