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When and How-Long: A Unified Approach for Time Perception.

Michail Maniadakis1, Panos Trahanias1

  • 1Computational Vision and Robotics Laboratory, Institute of Computer Science, Foundation for Research and Technology Hellas Heraklion, Greece.

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Summary
This summary is machine-generated.

This study enhances artificial cognitive systems by enabling them to encode event timing and duration, crucial for developing temporal cognition and understanding past events.

Keywords:
computational modelinghow longpast perception modeltemporal cognitiontemporal distancetime perception and timingwhen

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Area of Science:

  • Cognitive Science
  • Artificial Intelligence
  • Neuroscience

Background:

  • The brain encodes environmental dimensions, including 3D space and time.
  • Temporal cognition, particularly interval timing, is a growing research area.
  • Encoding distant moments and event timing is underdeveloped in artificial systems.

Purpose of the Study:

  • To extend a time perception model for encoding event occurrence time and duration.
  • To develop artificial systems capable of temporal cognition.
  • To enable AI agents to process and recall temporal information about events.

Main Methods:

  • Extension of a neural network-based time perception model.
  • Integration of the Striatal Beat Frequency (SBF) theory.
  • Focus on encoding both event duration and time of occurrence.

Main Results:

  • The extended model facilitates the encoding of event occurrence time in memory.
  • The model supports skills essential for temporal cognition.
  • Artificial systems can now answer time-related questions about past events.

Conclusions:

  • Accurate temporal cognition in AI requires encoding both event duration and occurrence time.
  • The enhanced model addresses a significant gap in artificial cognitive systems.
  • This work paves the way for more sophisticated AI with temporal reasoning abilities.