2020

Language as a Cognitive Tool to Imagine Goals in Curiosity-Driven Exploration

Colas, Cédric, Karch, Tristan, Lair, Nicolas et al.

Understand

Developmental machine learning studies how artificial agents can model the way children learn open-ended repertoires of skills.

  • Such agents need to create and represent goals, select which ones to pursue and learn to achieve them.
  • Recent approaches have considered goal spaces that were either fixed and hand-defined or learned using generative models of states.
  • This limited agents to sample goals within the distribution of known effects.

Reading the bibliography…