playing-games-7
Game of Chess
3260 papers • 126 benchmarks • 313 datasets
Chess is a two-player strategy board game played on a chessboard, a checkered gameboard with 64 squares arranged in an 8×8 grid. The idea of making a machine that could beat a Grandmaster human player was a fascination in the artificial community for decades. Famously IBM's DeepBlue beat Kasparov in the 1990s. More recently more human-like approaches such as AlphaZero have appeared.
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Most implemented papers
Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
K. Simonyan, Julian Schrittwieser, T. Hubert, D. Hassabis, L. Sifre, David Silver, T. Lillicrap, A. Guez, Ioannis Antonoglou, D. Kumaran, Marc Lanctot, T. Graepel, Matthew Lai•Mon Dec 04 2017
This paper generalises the approach into a single AlphaZero algorithm that can achieve, tabula rasa, superhuman performance in many challenging domains, and convincingly defeated a world-champion program in each case.
2005