Student of Games: A unified learning algorithm for both perfect and imperfect information games
Games have a long history as benchmarks for progress in artificial intelligence. Approaches
using search and learning produced strong performance across many perfect information …
using search and learning produced strong performance across many perfect information …
Solving zero-sum one-sided partially observable stochastic games
Many real-world situations are dynamic, with long-term interactions between multiple agents
with uncertainty and limited observations. The agents must reason about which actions to …
with uncertainty and limited observations. The agents must reason about which actions to …
Search in imperfect information games
M Schmid - arXiv preprint arXiv:2111.05884, 2021 - arxiv.org
From the very dawn of the field, search with value functions was a fundamental concept of
computer games research. Turing's chess algorithm from 1950 was able to think two moves …
computer games research. Turing's chess algorithm from 1950 was able to think two moves …
Value functions for depth-limited solving in zero-sum imperfect-information games
We provide a formal definition of depth-limited games together with an accessible and
rigorous explanation of the underlying concepts, both of which were previously missing in …
rigorous explanation of the underlying concepts, both of which were previously missing in …
[PDF][PDF] Value functions for depth-limited solving in imperfect-information games
We provide a formal definition of depth-limited games together with an accessible and
rigorous explanation of the underlying concepts, both of which were previously missing in …
rigorous explanation of the underlying concepts, both of which were previously missing in …
Sound algorithms in imperfect information games
Search has played a fundamental role in computer game research since the very beginning.
And while online search has been commonly used in perfect information games such as …
And while online search has been commonly used in perfect information games such as …