Check Out This New AI System Called Student of Games (SoG) that is capable of both Beating Humans at a Variety of Games and Learning to Play New Ones
Check Out This New AI System Called Student of Games (SoG) that is capable of both Beating Humans at a Variety of Games and Learning to Play New Ones
Check Out This New AI System Called Student of Games (SoG) that is capable of both Beating Humans at a Variety of Games and Learning to Play New Ones
By Dhanshree Shripad Shenwai
November 25, 2023
Summary
With its high empirical performance in big perfect and imperfect information games, Student of Games is a significant step toward developing universal algorithms applicable in any setting.
To demonstrate how far artificial intelligence has progressed, a computer was taught to play a board game and then improved to the point where it could beat humans at the game.
What is SoG - "Student Of Games"? Join the Fastest Growing AI Research Newsletter Read by Researchers from Google NVIDIA Meta Stanford MIT Microsoft and many others... Combining search, learning, and game-theoretic analysis into a single algorithm, SoG has many practical applications.
In particular, SoG is a reliable algorithm for optimal and suboptimal information games: SoG is guaranteed to generate a better approximation of minimax-optimal techniques as computer resources improve.
Further, SoG employs a learning technique called sound self-play, which trains value-and-policy networks based on game results and recursive sub-searches applied to scenarios discovered in earlier searches.
In inferior information games, standard search applications face well-known issues.
The research team believes it has the potential to thrive at other sorts of games due to its ability to teach itself how to play nearly any game, and it has already beaten rival AI systems and humans at Go, chess, Scotland Yard, and Texas Hold 'em poker.
Reference
Shenwai, D. S. (2023, November 25). Check out this new AI system called student of games (SOG) that is capable of both beating humans at a variety of games and learning to play new ones. MarkTechPost. https://www.marktechpost.com/2023/11/25/check-out-this-new-ai-system-called-student-of-games-sog-that-is-capable-of-both-beating-humans-at-a-variety-of-games-and-learning-to-play-new-ones/