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Unofficial implemnetation of "Solving Quadratic Assignemt Problem using Deep Reinforcement Learning" (https://arxiv.org/abs/2310.01604)

Python 71.07% Jupyter Notebook 28.93%
combinatorial-optimization deep-reinforcement-learning ml4co neural-combinatorial-optimization operations-research qap quadratic-assignment-problem reinforcement-learning

qap-rl's Introduction

Solving Quadratic Assignemt Problem using Deep Reinforcement Learning

This reposiroty contains an unofficial implemnetation of the model proposed in Bagga, P. S., & Delarue, A. @adelarue (2023). Solving the quadratic assignment problem using deep reinforcement learning. for solving QAP via Deep RL.

The paper formulizes QAP as a sequential decision problem (i.e. an MDP) by selecting locations and their assigned facilitiy sequentially and proposes a Double Pointer Network architecrure to represent the actor to learn to solve the problem using the in the Advantage Actor-Critic algorithm .

Reference

[1] Bagga, P. S., & Delarue, A. (2023). Solving the quadratic assignment problem using deep reinforcement learning. https://doi.org/10.48550/ARXIV.2310.01604

TODO: add action masking to loc/fac selection TODO: complete A2C training loop

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qap-rl's Issues

Contributing to RL4CO

Great job on the repo!

Would you like to contribute to the RL4CO library?
I think it could be a great addition to the collection of environments and models ;)

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