• Summary
  • BIC for automatic model selection shows promise

  • Applying BIC in a constrained way to a simple task improves closed-loop performance

• Future Work
  • Need extensive testing on unseen data

  • Exploration of other information-based model selection criteria such as the Minimum Description Length Principle (MDL)

  • Provide methods for simultaneous optimization of all models in the model set