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The Game That Stumps AI: Why Mathematical Simplicity Defeats AlphaGo Researchers expose a fundamental gap in AlphaZero's training method: the AI system cannot learn mathematical principles through self-play, only pattern recognition.

The Game That Stumps AI: Why Mathematical Simplicity Defeats AlphaGo

#AlphaZero #AI #MachineLearning #AusNews

thedailyperspective.org/article/2026-03-13-the-g...

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AI’s game-playing still has flaws: AlphaZero-style self-play tested on Nim Games are often called the ‘Formula 1’ of AI: clear rules, clear winners. AlphaZero-style algorithms learn by self-play: a neural network predicts moves and guides tree search. We tested this recipe on Nim, a simple children’s matchstick game that has been mathematically solved. Because the correct move is known for every position, we can measure whether an agent plays optimally across the state space. We find a gap: learning can work on small boards, but blind spots remain and performance degrades as the board grows, with predictions approaching random. This suggests impartial games often need analytic representations, not pattern learning.

13-Mar-2026
#AI’s #gamePlaying still has flaws: #AlphaZero-style self-play tested on #Nim
Despite heavy training, agents show blind spots and can miss optimal moves

https://www.eurekalert.org/news-releases/1119906

#science #technology

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🎬 Throwback to our most watched #MLcon video!

6 years ago, Oliver Zeigermann took us inside the minds of chess engines in “How do Chess Engines Work? Looking at Stockfish and AlphaZero”. ♟️

📺 Watch it here: https://www.youtube.com/watch?v=P0jd8AHwjXw

#MachineLearning #ChessAI #Stockfish #AlphaZero

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The Thinking Game | Full documentary | Tribeca Film Festival official selection
The Thinking Game | Full documentary | Tribeca Film Festival official selection YouTube video by Google DeepMind

A fascinating documentary taking you inside the mind and genius of Demis Hassabis and his life mission to build AGI.

#Demis_Hassabis #Deepmind #Google_Deepmind #AlphaGo #AlphaZero #AlphaFold #Nobel_Laureate #TheThinkingGame

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I thought of a Idea #alphazero or #alphago like #ai or #system, that learns itself, BUT the #topic is #drawing or #art - now - this would be different from the #ai-art we see etc - in the sense that - this ai would learn itself, no input data, maybe it could re-create mona lisa? would be fun a one

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Und wieder mal zeigt DeepMind (Tochter von Google) was mit AI möglich ist: ob beim Schach #AlphaZero, Vorhersage von Proteinstrukturen #Alphafold oder nun bei Sturmvorhersage. Zugang zu Daten und Milliarden €/$ im Hintergrund machen es möglich…

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July 25, 1976: A Turning Point in Chess History – When a Computer Won Its First Tournament July 25, 1976: The Day a Computer First Won a Chess Tournament July 25, 1976, stands as a landmark date in the intertwined histories of chess and artificial intelligence (AI). On this day, a computer...

♟️ On July 25, 1976, Chess 4.5 made history by becoming the first computer to beat humans in a tournament. It was the dawn of AI in chess. Explore the rise of engines from Cray Blitz to AlphaZero in our new post:

www.chartsaga.com/post/july-25...

#Chess #AI #TechHistory #DeepBlue #AlphaZero

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AlphaZero's Flexibility Flaws - Garry Karsparov

#knowledgework #ai #alphazero #machines #chess

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Stockfish originally functioned like one of these old engines but with time got updates that make it resembles AI driven models more and more.

#STEM #Fascination #ChessComputer #Stockfish #AlphaZero #AI #Explained #Bioinformatics

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The Day AI Took Over Chess ... in Less than 9 hours training 🤯

#AlphaZero #DeepMind

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Notas sobre aprendizaje por refuerzo (XII): autoaprendizaje y el caso de AlphaGo y AlphaZero | Ignacio G.R. Gavilán En este post hablamos del aprendizaje por refuerzo para casos con dos agentes y explicamos el muy interesante concepto de autoaprendizaje.

La semana en [Blue Chip]. Lunes 9: "Notas sobre aprendizaje por refuerzo (XII): autoaprendizaje y el caso de AlphaGo y AlphaZero" ignaciogavilan.com/notas-sobre-... #IA #Ai #ReinforcementLearning #AprendizajePorRefuerzo #DeepLearning #SelfPlay #AlphaGo #AlphaZero

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[Blue Chip]: "Notas sobre aprendizaje por refuerzo (XII): autoaprendizaje y el caso de AlphaGo y AlphaZero" ignaciogavilan.com/notas-sobre-... #IA #Ai #ReinforcementLearning #AprendizajePorRefuerzo #DeepLearning #SelfPlay #AlphaGo #AlphaZero

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Our littles are just the cutest! 🥰
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#alphazero #balancebike #toddlerbike #kidsbikes

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Happy @SkaleNetwork to you!

Guess what this circular saw in #SKALE partner @WarEdenOfficial can cut?

Also this is my proof of #alphazero and I am happy about it.



#Crypto #NFT #DeFi #Blockchain #Ethereum #Web3 $SKL

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Happy @SkaleNetwork to you!

Guess what this circular saw in #SKALE partner @WarEdenOfficial can cut?

Also this is my proof of #alphazero and I am happy about it.



#Crypto #NFT #DeFi #Blockchain #Ethereum #Web3 $SKL

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I was reading through Silver et al.'s #AlphaZero paper, and it is truly a fantastic achievement. Previous approaches all used all sorts of game-specific tricks.

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