Home > Search Results: Pilarski, Patrick
Search:
Search Tips :: Advanced Search
Search collections:
Sort by: Display results: Output format:
National Repository of Grey Literature 1 records found  Search took 0.00 seconds. 
Bridging the Gap: Towards Unified Approach to Perfect and Imperfect Information Games
 Moravčík, Matej ; Hladík, Milan (advisor) ; Pilarski, Patrick (referee) ; Kroupa, Tomáš (referee)
From the onset of AI research, games have played an important part, serving as a benchmark for progress in artificial intelligence. Recent approaches using search in combination with learning from self-play have shown strong performance and the ability to generalize across a wide range of perfect information games. In contrast, the leading algorithms for imperfect information traditionally used a small, abstract version of a game and solved this abstraction in one go. This thesis introduces a chain of improvements for imperfect information algorithms that culminates in two significant milestones that helped bridge the gap between perfect and imperfect information games. The first milestone is DeepStack - the first agent that successfully used a combination of sound search and a learned value function in imperfect information games. This led to the first AI to achieve victory over human professional players in no-limit poker. The second milestone is Player of Games - a universal algorithm that can master both perfect and imperfect information games starting from scratch. 1
Detailed record

Interested in being notified about new results for this query?
Subscribe to the RSS feed.
Digital Repository :: Search :: Submit :: Personalize :: Help
Powered by Invenio v1.1.2
Maintained by admin.invenio@techlib.cz
This site is also available in the following languages:
Česky  English