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Code for NeurIPS 2023 paper Optimize Planning Heuristics to Rank, not to Estimate Cost-to-Goal

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grid-domains

Code for NeurIPS 2023 paper Optimize Planning Heuristics to Rank, not to Estimate Cost-to-Goal

This repository contains the grid domains, namely, Sokoban, Maze-with-teleports and Sliding tile.

Dependencies:

Tensorflow: Version: 2.14.0 Numpy version: 1.21.1

Note: Astar/Gbfs with bellman loss might fail for some higher pip versions. Try to downgrade pip if that is the case.

Run $pip install networkx to create the search tree graph.

Example usage:

$ cd sokoban
$ cd train
$ python3 main.py --alg astar --loss lstar

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Code for NeurIPS 2023 paper Optimize Planning Heuristics to Rank, not to Estimate Cost-to-Goal

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