Implicitly learning when to be ready - From instances to categories

  • Wouter Kruijne · Riccardo M. Galli · Sander A. Los

  • role of long-term memory in guiding temporal preparation in speeded reaction time tasks.

  • In experiments with variable foreperiods between a warning stimulus (S1) and a target stimulus (S2), preparation is affected by foreperiod distributions experienced in the past, long after the distribution has changed

  • associative nature of memory-guided preparation

  • When distinct S1s predict different foreperiods, they can trigger differential preparation accordingly

  • memory-guided preparation allows for another key feature of learning: the ability to generalize across acquired associations and apply them to novel situations

  • Images of either category were paired with different distributions with predominantly shorter versus predominantly longer foreperiods.

  • differential preparation to never-before seen images of either category, without being aware of the predictive nature of these categories

  • continued doing so in a subsequent Transfer phase, after they had been informed that these contingencies no longer held

  • rolling regression analysis revealed at a fine timescale how category-guided preparation gradually developed throughout the task

  • explicit information about these contingencies only briefly disrupted memory-guided preparation

Preparation across phases

Results

  • the RT-FP curve, separately for the different S1 types during the Acquisition and Transfer phase
  • this curve is flatter for trials paired with S1E types than S1A types in both phases, indicating that the categories yielded differential preparation
  • significant FP × Phase interaction
  • suggesting that there was a steeper RTFP slope during Acquisition than during Transfer
  • evidence for a two-way S1 type × FP interaction
  • but not for a three way S1 type × Phase × FP interaction
  • different S1 types led to differential preparation in both phases
  • biased distributions in the Acquisition phase gave rise to long-lasting effects on preparation, persisting after the bias was removed

Time course of differential preparation

  • participants might have gotten somewhat fatigued throughout each block, but that block breaks allowed them to largely recover to baseline
  • the longer interruption between the Phases led to a more pronounced speeding up for the remaining two blocks
  • overall temporal preparation remained largely consistent throughout the experiment
  • the results with a shorter window of 40 trials highlight that the ‘dip’ in the S1 type × FP time course at the start of the Transfer phase was very shortlived
  • The brevity of this effect could therefore explain why our earlier work, using block-wise analyses, consistently led us to conclude that this transition between phases had no noticeable effect on differential preparation

Discussion

  • Our findings raise the possibility that participants in that study might have demonstrated similar memoryguided preparation even if they would have been unaware of the image-FP pairings
  • complex interplay between implicit associative guidance and guidance by explicit awareness
  • Nevertheless, differential preparation was robust once acquired, persisting well into the Transfer phase despite the change in underlying FP distributions
  • longer Transfer phases, we similarly observed that the S1 type × FP interaction barely attenuated across Transfer blocks
  • The gradual acquisition of differential preparation and its longevity throughout the Transfer phase illustrate how temporal preparation is affected by long-term memory and sluggishly adapts to changing environmental statistics
  • Many probability-driven models characterize preparation as guided by static representations of the current FP distribution (Janssen & Shadlen, 2005; Grabenhorst et al., 2019; Trillenberg et al., 2000; Vangkilde et al., 2013), foregoing the role of memory and learning
  • Transfer effects like those in the present study illustrate the need for a flexible basis for preparation, subject to learning and updating

Images