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Solving Game of Life with Machine Learning

This repository contains the source code for the paper "Data-Centric Approach to Constrained Machine Learning: A Case Study on Conway's Game of Life"

Setup

Each experiment is controlled by the configuration file in ./configs. Run an experiment via

python -m main -c config_file_name

For a detailed process of the training board design, see an unhinged devlog.

Training Board

game_of_life_board

Results

success_1_recursive_tanh success_1_recursive_relu success_2_recursive_tanh