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curiosity's Issues

Add Experiments

  • Mountain Car experiment
  • Reproduce the TMaze experiments (linear/Tabular FA)
  • 1d TMaze environment

Add algorithms

  • TD(\lambda)
  • ESARSA(\lambda) -> Apply new optimizer functionality
  • LSTD
  • Actor Critic (behavior)
  • Successor Representation
  • GPI (variants)

Stepsizes

Initial Auto code done by other Matt. We should think about redesign and splitting dependencies.

Reproduce

  • Need to add savefile functionality. But will do after logger.

Mountain Car Experiment

This is to keep track of progress for the mountain car project:

  • Decide whether to redesign auto #6
  • Integrate Mountain Car environment
  • Port over monte carlo code. Parallelize??>>>
  • Behaviour learning
  • Get experiment up and running to be able to test
  • Figure out what the TC should be (i.e. num tiles, tilings etc...)
  • Specialize some GVFs and ensure there are no obvious errors when running (i.e. exceptions)
  • Run quick test to make sure things are ok.
  • Finalize sweep parameters

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