Nature January 2016 PMID 26819042

Mastering the game of Go with deep neural networks and tree search.

David Silver, Aja Huang, Chris J Maddison, Arthur Guez, Laurent Sifre, George van den Driessche, Julian Schrittwieser, Ioannis Antonoglou, Veda Panneershelvam, Marc Lanctot, Sander Dieleman, Dominik Grewe, John Nham, Nal Kalchbrenner, Ilya Sutskever

Mentions

45
Peak: 7 in Jan 2016
across 9 sources since Jan 2016

Extended reach

47,828
potential audience

Total likes

47

Video views

2,123

Mentions per month

Jan 2016 – Dec 2025

Where it's discussed

  • News13 articles
  • X / Twitter9 posts
  • Facebook8 posts
  • Reddit7 posts
  • Blogs3 articles
  • YouTube2 videos
  • Bluesky1 posts
  • Instagram1 posts
  • LinkedIn1 posts

AI synopsis

What people are saying

The overall discussions reflect a strong consensus on the importance and innovative nature of the research, with phrases like 'first AI to beat a world champion' and 'revolutionize AI performance' illustrating excitement and profound impact. The tone emphasizes admiration for the technical breakthroughs, highlighting both the novelty and significance of AlphaGo's achievements.

AgreementStrong agreement

Most discussions clearly support the significance of AlphaGo's achievement, emphasizing how it 'beat the world champion' and 'revolutionized AI performance.'

InterestHigh interest

The posts consistently highlight the groundbreaking nature of the research, indicating high curiosity and engagement with the topic.

EngagementHigh engagement

Many discussions cite key aspects of the publication, such as the deep neural networks, the innovative search algorithm, and the top-level performance, demonstrating deep engagement.

ImpactHigh impact

Posts stress the transformative impact on AI and strategic gaming, with phrases like 'game changer' and 'human-level strategy in silicon,' underlining high perceived influence.

Abstract in brief

  • The article discusses a new AI approach to playing Go, which uses deep neural networks for evaluating board positions and choosing moves, trained through both expert gameplay and self-play reinforcement learning.
  • The AI, called AlphaGo, can play at a top professional level without relying on traditional search methods, matching or surpassing existing Go programs and even defeating a human European champion 5-0.
  • A novel search algorithm is introduced, combining Monte Carlo simulations with the neural networks, enabling AlphaGo to make highly accurate move decisions and revolutionize AI performance in complex games.

Top posts

Most liked on X and Bluesky
Mert Cobanov
@mertcobanov · X

[2016] Mastering the game of Go with deep neural networks and tree search (6310 citations) Kasparov'un yenilgisinden sonra, Go, yapay zeka topluluğunun bir sonraki hedefi haline gelmiş. AlphaGo, arama ağacını daraltmak ve kısaltılmak için kullanılıyor https://t.co/L7eT1cPbwp

Apr 16, 2023 · 4 likes · 34,060 followers View post →
shaan
@shancynix · X

8. mastering the game of go with deep neural networks and tree search (2016) https://t.co/H3RVo8iccW alphago, a glimpse of human-level strategy in silicon.

Sep 17, 2025 · 1 like · 733 followers View post →
キムチ
@tk74desu · X

大学生の兄を利用してネイチャーの囲碁AI論文を読もうとするも日本語でも理解できなさそうな文章を英語で書かれてて断念 こういうタイトルなので英語に自信ある人はぜひ読んで Mastering the game of Go with deep neural networks and tree search

Nov 7, 2024 · 1 like · 339 followers View post →
Anomtech
@AnomtechX · X

Thread: Key Takeaways from ''Mastering the game of Go with deep neural networks and tree search'' ;

Nov 26, 2024 · 1 like · 22 followers View post →
Sirius
@rollingSirius · X

Artificial Intelligence Turing, A.M., 2009. Computing machinery and intelligence. Silver, David, et al. "Mastering the game of Go with deep neural networks and tree search."

Dec 24, 2023 · 3,882 followers View post →
Rocky Bhatia
@IamRockybhatia · X

10. Mastering the Game of Go with Deep Neural Networks and Tree Search (2016) Authors: DeepMind (David Silver et al.) Link: https://t.co/Ui8CWtEseQ Why It’s Important This paper introduced AlphaGo, the first AI to beat a world champion at Go—a game once thought impossible for

Dec 2, 2025 · 3,561 followers View post →

All mentions

Rocky Bhatia
@IamRockybhatia · X

10. Mastering the Game of Go with Deep Neural Networks and Tree Search (2016) Authors: DeepMind (David Silver et al.) Link: https://t.co/Ui8CWtEseQ Why It’s Important This paper introduced AlphaGo, the first AI to beat a world champion at Go—a game once thought impossible for

Dec 2, 2025 · 3,561 followers View post →
Raja Dandugula
@raja_dandugula · X

8. Deep Residual Learning for Image Recognition 9. Long Short-Term Memory 10. AlphaGo: Mastering the Game of Go with Deep Neural Networks and Tree Search Please suggest any good resources if there for detailed explanation or any modifications in this paper selection.

Oct 25, 2025 · 126 followers View post →
shaan
@shancynix · X

8. mastering the game of go with deep neural networks and tree search (2016) https://t.co/H3RVo8iccW alphago, a glimpse of human-level strategy in silicon.

Sep 17, 2025 · 1 like · 733 followers View post →
handle.invalid
@handle.invalid · Bluesky

How about reading "Mastering the Game of Go with Deep Neural Networks and Tree Search" (http://airesearch.com/wp-content/uploads/2016/01/deepmind-mastering-go.pdf)?

Jul 17, 2025 View post →
Roiki
@roscoe_x1 · X

Key team members also included Aja Huang, Chris Maddison, Ioannis Antonoglou, and Thore Graepel, among others, as listed in the paper Mastering the Game of Go with Deep Neural Networks and Tree Search (2016).

May 28, 2025 · 101 followers View post →
Anomtech
@AnomtechX · X

Thread: Key Takeaways from ''Mastering the game of Go with deep neural networks and tree search'' ;

Nov 26, 2024 · 1 like · 22 followers View post →
キムチ
@tk74desu · X

大学生の兄を利用してネイチャーの囲碁AI論文を読もうとするも日本語でも理解できなさそうな文章を英語で書かれてて断念 こういうタイトルなので英語に自信ある人はぜひ読んで Mastering the game of Go with deep neural networks and tree search

Nov 7, 2024 · 1 like · 339 followers View post →
Sirius
@rollingSirius · X

Artificial Intelligence Turing, A.M., 2009. Computing machinery and intelligence. Silver, David, et al. "Mastering the game of Go with deep neural networks and tree search."

Dec 24, 2023 · 3,882 followers View post →
Mert Cobanov
@mertcobanov · X

[2016] Mastering the game of Go with deep neural networks and tree search (6310 citations) Kasparov'un yenilgisinden sonra, Go, yapay zeka topluluğunun bir sonraki hedefi haline gelmiş. AlphaGo, arama ağacını daraltmak ve kısaltılmak için kullanılıyor https://t.co/L7eT1cPbwp

Apr 16, 2023 · 4 likes · 34,060 followers View post →
ChainOfThought
@0x445352 · X

2/15: "AlphaGo" (2016) - A computer program developed by DeepMind that beat the world champion at the board game Go. Researchers: DeepMind team. Paper: "Mastering the Game of Go with Deep Neural Networks and Tree Search"

Jan 8, 2023 · 2,552 followers View post →
Claire Rioualen presentations
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Artificial Intelligence: Facebook loses to Google in race to solve the ancient game of Go. More options. Download. byClaire Rioualen. 30 slides198 views.

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2016. “Mastering the Game of Go with Deep Neural Networks and Tree Search.” Nature 529 (7587): 484–89. https://doi.org/10.1038/nature16961. Tài liệu về Tư duy ...

Dec 17, 2025 View →
Chentao Wen - Facebook
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... neural networks and tree search. Nature | doi:10.1038/nature16961 · Hansa Schnyder ·

Dec 17, 2025 View →
Mastering the Game of Go: How AlphaGo Combined Deep Learning ...
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... 10.1038/neture16961 8/nature16961 Thore Graepel Mastering the game of Go with deep neural networks and tree search David Silver, Ajal Huang ...

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2016. “Mastering the Game of Go with Deep Neural Networks and Tree Search.” Nature 529 (7587): 484–89. https://doi. org/10.1038/nature16961. Tài ...

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Nature 2016, 529, 484–489. https://doi.org/10.1038/nature16961 · Human-level control through deep reinforcement learning, Volodymyr Mnih ...

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... https://www.nature.com/articles/nature16961. epdf?shared_access_token=eKK0163L_QWhJOnSS4 Wet9RgN0jAjWel9jnR3ZoTv0OivKk3lXs6SxMz535byY ...

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... 10.1038/nature16961 واضح رہے کہ عصرِ حاضر میں AI کو عوامی سطح پر بھی خاصہ مقبولیت حاصل ہوتی جارہی ہے- ایپل کے آلات میں مصنوعی ذہانت والی ...

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... 10.1038/nature16961 واضح رہے کہ عصرِ حاضر میں AI کو عوامی سطح پر بھی خاصہ مقبولیت حاصل ہوتی جارہی ہے- ایپل کے آلات میں مصنوعی ذہانت والی ...

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Nature 2016, 529, 484–489. https://doi.org/10.1038/nature16961 · Human-level control through deep reinforcement learning, Volodymyr Mnih ...

Apr 1, 2022 View →
Why eight timeslices used in AlphaGo Zero? : r/cbaduk
Reddit

... search." nature 529, no. 7587 (2016): 484-489. Online: https://doi.org/10.1038/nature16961. Upvote 10. Downvote 6 Go to comments. Share ...

Mar 14, 2018 View →
Year in review: AlphaGo scores a win for artificial intelligence
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Nature. Vol. 529, January 28, 2016, p. 484. doi: 10.1038/nature16961. B. Bouzy and T. Cazenave. Computer ...

Dec 14, 2016 View →
Where can I find the alphago "paper"? : r/baduk
Reddit

Just use sci-hub.io, which is seriously the best thing to ever happen to academia. http://sci-hub.io/10.1038/nature16961 · Neereus. • 10y ago.

Mar 6, 2016 View →
Где я могу найти "статью" об альфаго? : r/baduk
Reddit

... sci-hub.io, это, вообще-то, лучшее, что когда-либо случалось с академией. http://sci-hub.io/10.1038/nature16961 · Neereus. • 10 л. назад.

Mar 6, 2016 View →
Hol találom az Alphago "papírját"? : r/baduk - Reddit
Reddit

Csak használd a sci-hub.io-t, ami komolyan a legjobb dolog, ami valaha történt a tudományos világgal. http://sci-hub.io/10.1038/nature16961.

Mar 6, 2016 View →
Alphago "makalesini" nerede bulabilirim? : r/baduk - Reddit
Reddit

• 10 yıl önce. Sadece sci-hub.io'yu kullan, akademik dünya için başına gelen en iyi şey cidden bu. http://sci-hub.io/10.1038/nature16961.

Mar 6, 2016 View →
アルファ碁の「論文」ってどこで見つけられる? : r/baduk - Reddit
Reddit

... 10 年前. sci-hub.io 使えばいいじゃん、マジで学術界にとって最高の出来事だよ. http://sci-hub.io/10.1038/nature16961 · Neereus. • 10 年前.

Mar 6, 2016 View →
Dove posso trovare il "paper" di alphago? : r/baduk - Reddit
Reddit

Usa semplicemente sci-hub.io, che è seriamente la cosa migliore che sia mai successa all'accademia. http://sci-hub.io/10.1038/nature16961.

Mar 6, 2016 View →
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Referens. Silver et at. ”Mastering the game of Go with deep neural networks and tree search”, Nature (28/1-2016). doi:10.1038/nature16961. Lisa ...

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... 10.1038/nature16961). The ultimate test is a human opponent, so DeepMind enlisted Fan Hui, the reigning European Go champion. Distributed ...

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