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Image Credit: Arxiv

Meta-Representational Predictive Coding: Biomimetic Self-Supervised Learning

  • Self-supervised learning has become increasingly important in machine intelligence.
  • Meta-representational predictive coding (MPC) offers a neurobiologically plausible framework for self-supervised learning.
  • MPC sidesteps the need for learning a generative model of sensory input by learning to predict representations of the input.
  • MPC uses active inference to drive the learning of representations by sampling informative portions of the sensorium.

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