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Modality-specific predictive templates in pre-stimulus EEG activity.

Isabelle Hoxha1, Sylvain Chevallier2, Arnaud Delorme3

  • 1CIAMS, Université Paris-Saclay, Inria, Gif-sur-Yvette, 91190, France.

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Summary
This summary is machine-generated.

Brain activity before a stimulus contains information about expected events, even without cues. This neural signature of anticipation influences decision-making strategies on a trial-by-trial basis.

Keywords:
AnticipationBehaviorDecision-makingDiffusion decision modelEEGSingle-trial

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Area of Science:

  • Cognitive Neuroscience
  • Decision Science

Background:

  • Perceptual decision-making integrates sensory input with prior beliefs.
  • Anticipating event timing and likelihood is crucial for timely actions.
  • While neural signatures of anticipation exist, their generalization to uncued trials and prediction of decision strategy shifts remain unclear.

Purpose of the Study:

  • To investigate if human participants anticipate visual or auditory stimuli at the single-trial level.
  • To determine if pre-stimulus brain activity (EEG) contains stimulus-specific anticipation information.
  • To examine if decoded anticipation predicts trial-by-trial decision strategy changes.

Main Methods:

  • Utilized electroencephalography (EEG) to record pre-stimulus brain activity.
  • Applied single-trial classification to identify neural signatures of anticipation in both cued and uncued trials.
  • Conducted behavioral analyses to link anticipation accuracy with decision strategy shifts (e.g., drift-rate).

Main Results:

  • Pre-stimulus EEG activity successfully predicted the expected upcoming stimulus.
  • Classification of anticipation generalized from cued to uncued trials, indicating expectation formation without explicit cues.
  • Accurate anticipation correlated with specific shifts in decision-making strategies.

Conclusions:

  • Single-trial, stimulus-specific neural signatures of anticipation are present in human brain activity.
  • Expectations can form and be neurally encoded even in the absence of explicit cues.
  • These findings offer novel insights into the neural basis of trial-to-trial variability in decision-making.