PDF] ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero

ELF OpenGo is the first open-source Go AI to convincingly demonstrate superhuman performance with a perfect (20:0) record against global top professionals and is proposed, anopen-source reimplementation of the AlphaZero algorithm. 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. However, many obstacles remain in the understanding of and usability of these promising approaches by the research community. Toward elucidating unresolved mysteries and facilitating future research, we propose ELF OpenGo, an open-source reimplementation of the AlphaZero algorithm. ELF OpenGo is the first open-source Go AI to convincingly demonstrate superhuman performance with a perfect (20:0) record against global top professionals. We apply ELF OpenGo to conduct extensive ablation studies, and to identify and analyze numerous interesting phenomena in both the model training and in the gameplay inference procedures. Our code, models, selfplay datasets, and auxiliary data are publicly available.

Facebook Open-Sources Improved Go Bot and Huge Game Library, by Synced, SyncedReview

PDF) Alpha-T: Learning to Traverse over Graphs with An AlphaZero-inspired Self-Play Framework

Electronics, Free Full-Text

PDF] Brick Tic-Tac-Toe: Exploring the Generalizability of AlphaZero to Novel Test Environments

PDF] Multiplayer AlphaZero

Multiplayer AlphaZero – arXiv Vanity

ELF OpenGo: An Analysis and Open Reimplementation of AlphaZero

PDF] Accelerating Self-Play Learning in Go

Accelerating Self-Play Learning in Go – arXiv Vanity

Intelligent agent for real-world applications on robotic edutainment and humanized co-learning

PDF) Tackling Morpion Solitaire with AlphaZero-likeRanked Reward Reinforcement Learning

Multiplayer AlphaZero – arXiv Vanity

PDF) Alpha-T: Learning to Traverse over Graphs with An AlphaZero-inspired Self-Play Framework

The fundamental principles of reproducibility Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences

Electronics, Free Full-Text