Train on Small, Play the Large: Scaling Up Board Games with

Playing board games is considered a major challenge for both humans and AI researchers. Because some complicated board games are quite hard to learn, humans usually begin with playing on smaller boards and incrementally advance to master larger board strategies. Most neural network frameworks that are currently tasked with playing board games neither perform such incremental learning nor possess capabilities to automatically scale up. In this work, we look at the board as a graph and combine a graph neural network architecture inside the AlphaZero framework, along with some other innovative improvements. Our ScalableAlphaZero is capable of learning to play incrementally on small boards, and advancing to play on large ones. Our model can be trained quickly to play different challenging board games on multiple board sizes, without using any domain knowledge. We demonstrate the effectiveness of ScalableAlphaZero and show, for example, that by training it for only three days on small Othello boards, it can defeat the AlphaZero model on a large board, which was trained to play the large board for 30 days.

How China's high-speed rail network got built so fast

Reinforcement learning: From board games to protein design

PDF] Train on Small, Play the Large: Scaling Up Board Games with AlphaZero and GNN

CARD GAME OF INTERESTING QUESTIONS & REAL CONNECTIONS: Make emotional connections as you ask and answer thoughtful questions and complete fun

Skillmatics Card Game - Train of Thought, Fun for Family Game Night, Educational Toys, Travel Games for Kids, Teens and Adults, Gifts for Boys and

Go (game) - Wikipedia

PDF) Train on Small, Play the Large: Scaling Up Board Games with AlphaZero and GNN

Train on Small, Play the Large: Scaling Up Board Games with AlphaZero and GNN, Ben-Assayag & El-Yaniv 2021 : r/reinforcementlearning

PERFECTLY SIZED - Our trains are perfectly sized to upgrade the trains in almost any train board game, including Ticket to Ride, Railways of the

Sunset Deluxe Board Game Train Set | Player Pieces for Ticket to Ride and Other Adult, Family, and Kids Train Board Games | Upgraded Miniatures (Red)

What wooden train sets are compatible?

Fisher-Price® Thomas & Friends Wooden Railway Thomas Engine by Fisher Price

Train on Small, Play the Large: Scaling Up Board Games with AlphaZero and GNN – arXiv Vanity

The Polar Express Mini Ready to Play Battery Train Set by Lionel

How the Computer Beat the Go Master

Rolling Line on Steam