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Game of Go

9 papers with code · Playing Games
Subtask of Board Games

Go is an abstract strategy board game for two players, in which the aim is to surround more territory than the opponent. The task is to train an agent to play the game and be superior to other players.

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Greatest papers with code

Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

5 Dec 2017leela-zero/leela-zero

The game of chess is the most widely-studied domain in the history of artificial intelligence.

GAME OF CHESS GAME OF GO GAME OF SHOGI

ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero

12 Feb 2019pytorch/ELF

The AlphaGo, AlphaGo Zero, and AlphaZero series of algorithms are remarkable demonstrations of deep reinforcement learning's capabilities, achieving superhuman performance in the complex game of Go with progressively increasing autonomy.

GAME OF GO

Better Computer Go Player with Neural Network and Long-term Prediction

19 Nov 2015facebookresearch/darkforestGo

Against human players, the newest versions, darkfores2, achieve a stable 3d level on KGS Go Server as a ranked bot, a substantial improvement upon the estimated 4k-5k ranks for DCNN reported in Clark & Storkey (2015) based on games against other machine players.

GAME OF GO

Accelerating Self-Play Learning in Go

27 Feb 2019lightvector/KataGo

By introducing several improvements to the AlphaZero process and architecture, we greatly accelerate self-play learning in Go, achieving a 50x reduction in computation over comparable methods.

GAME OF GO

Move Evaluation in Go Using Deep Convolutional Neural Networks

20 Dec 2014jmgilmer/GoCNN

The game of Go is more challenging than other board games, due to the difficulty of constructing a position or move evaluation function.

GAME OF GO

Teaching Deep Convolutional Neural Networks to Play Go

10 Dec 2014jmgilmer/GoCNN

Our final networks are able to achieve move prediction accuracies of 41. 1% and 44. 4% on two different Go datasets, surpassing previous state of the art on this task by significant margins.

GAME OF GO

Hyper-Parameter Sweep on AlphaZero General

19 Mar 2019QueensGambit/CrazyAra

Therefore, in this paper, we choose 12 parameters in AlphaZero and evaluate how these parameters contribute to training.

GAME OF GO

Building a Computer Mahjong Player via Deep Convolutional Neural Networks

5 Jun 2019lucylow/Deep-Learning-Mahjong---

The evaluation function for imperfect information games is always hard to define but owns a significant impact on the playing strength of a program.

GAME OF GO

Towards Deep Symbolic Reinforcement Learning

18 Sep 2016epignatelli/literature

Deep reinforcement learning (DRL) brings the power of deep neural networks to bear on the generic task of trial-and-error learning, and its effectiveness has been convincingly demonstrated on tasks such as Atari video games and the game of Go.

GAME OF GO TRANSFER LEARNING