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Successor Options is an option discovery framework for Reinforcement Learning

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Successor Options

This repo contains code for the paper Successor Options

Our method clusters the state space into different regions and learns options navigating to each of these clusters.

Successor Options overview

  • To install all required packages run
pip install -r requirements.txt

Files and their utilities

File Utility
buildIncrementalSR Code for building Inc-SR-options
buildPoliciesEigen Code for building Eigen-options
buildPoliciesSuccessor Code for building SR-options
successor Class defining SR-options
laplacian Class defining Eigen-options
visualize Class defining SR-options
evaluateSR Evluates SR options and Eigen-options
support/ Helper functions for SR/Eigen options
env/ Grid-world environment wrappe
data/ Folder to store policies
images/ Folder to store images

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Successor Options is an option discovery framework for Reinforcement Learning

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