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Sitemap > Bulletin Board > Diplomarbeiten, Bachelor- und Masterarbeiten > [Research Internship / Semester Thesis] Mastering the Game of Skat using Decision Transformers
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[Research Internship / Semester Thesis] Mastering the Game of Skat using Decision Transformers

29.04.2022, Diplomarbeiten, Bachelor- und Masterarbeiten

Official thesis proposal

In the past years, AI researchers achieved super-human performance in many classical games such as chess, shogi, and Go. But to this day, these techniques struggle in imperfect information games, e.g. poker, where the player does not know the entire state of the game at hand. One recently published method that could prove as a promising approach for such imperfect information games is the decision transformer (DT). DTs are based on attention mechanisms and are therefore able to learn the relation between states in long sequences of moves. One of the games, where this is of special importance is the game of Skat, since in every move, the player must consider all previously played moves. We therefore propose to investigate the application of DTs in mastering the game of Skat.

Kontakt: jakob.thumm@tum.de

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