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Heron

This is the implementation of HERON, a method for reward design from weak reward signals. This repository contains code for four different experiments: Classic Control, Robotics, Code Generation, and Multi-Agent Traffic Light Control.

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Installation

For classic control, run the following commands:

pip install -r ClassicControl/requirements/requirements.txt
pip install -e gym

For robotics and code generation, follow the instructions in the respective folders.

Running Experiments

To run experiments in the Classic Control settings, run the following commands

cd ClassicControl
bash mountain.sh
bash pendulum.sh

To run experiments in the Robotics environments, run

cd robots
bash run_files/ant.sh