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Fall 2019
Emergent communication is a framework for machine language acquisition that has recently been utilized to train deep neural networks to develop shared languages from scratch and use these languages to communicate and cooperate. Previous work on emergent communication has utilized gradient-based...
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Fall 2019
Creating strong AI systems for trick-taking card games is challenging. This is mostly due to the long action sequences and extremely large information sets common in this type of game. Thus far, search-based methods have shown to be most effective in this domain. In this thesis, I explore...
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Spring 2019
Current state-of-the-art algorithms for trick-taking card games use a process called determinization. Determinization is a technique that allows the application of perfect information state evaluation algorithms to imperfect information games. It involves a two-step process in which a perfect...
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Fall 2011
In this dissertation we discuss problems of search, inference and opponent modelling in imperfect information games in the context of creating a computer player for the popular german card game skat. In so doing, we demonstrate three major contributions to the field of artificial intelligence...