AlphaTensor

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Development

DeepMind Nature Go Chess Shogi

10 related topics

Background

Matrix multiplication Numerical computing Cubic time complexity Strassen algorithm Algebraic

9 related topics

Results

Arithmetic Finite fields The field with two elements Computer hardware Graphics processing units

7 related topics

Significance

Automated machine learning Program synthesis Computational complexity theory AlphaDev AlphaEvolve

5 related topics

Key facts & relationships

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Developer: DeepMind
License: Apache License 2.0
Release: October 5, 2022 (2022-10-05)
Repository: github.com/google-deepmind/alphatensor
Type: Artificial intelligence reinforcement learning algorithm discovery

Topics to explore

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Overview

Artificial intelligence
DeepMind Google DeepMind
Matrix multiplication algorithms Matrix multiplication algorithm
Reinforcement learning
AlphaZero
Game Mathematical game
Matrices Matrix (mathematics)
Scalar multiplication
Linear algebra
Numerical analysis
Scientific computing
Computer graphics
Machine learning

Background

Matrix multiplication
Numerical computing
Cubic time complexity Time complexity
Strassen algorithm
Algebraic Algebra
Tensor decompositions Tensor decomposition
Algorithm discovery Algorithm
Tensor
Low-rank decomposition Tensor rank decomposition

Development

DeepMind
Nature Nature (journal)
Go Go (game)
Chess
Shogi
Search space
Search Tree traversal
Neural network Artificial neural network
Source code
GitHub

Results

Arithmetic
Finite fields Finite field
The field with two elements GF(2)
Computer hardware
Graphics processing units Graphics processing unit
Tensor Processing Units Tensor Processing Unit
Execution time

Significance

Advanced semantic analysis

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Map overview Semantic statistics

Nodes50

Edges49

Triples39

Avg. degree1.96

Density0.04

Components1

How this topic connects Entity context

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AlphaTensor

Top relations

related to Development · 10

AlphaTensor → AlphaZero, AlphaZero-style, DeepMind, GitHub, Go, Nature, October, TensorGame, The, Unlike

related to background · 5

AlphaTensor → Finding, Matrix, Strassen, TensorGame, The

related to Results · 5

AlphaTensor → DeepMind, One, Strassen's, Tensor Processing Units, The

related to Significance · 4

AlphaTensor → AlphaDev, AlphaEvolve, Google DeepMind, The

related to External links · 2

AlphaTensor → GitHub, Official

Developer · 1

AlphaTensor → DeepMind

License · 1

AlphaTensor → Apache License 2.0

Release · 1

AlphaTensor → October 5, 2022 (2022-10-05)

Repository · 1

AlphaTensor → github.com/google-deepmind/alphatensor

Type · 1

AlphaTensor → Artificial intelligence reinforcement learning algorithm discovery

Important terminology Word statistics

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Important terminology

multiplication matrix algorithms algorithm deepmind learning system search tensor using operations machine discovery artificial intelligence reinforcement matrices github tensorgame discovered

Entity relationships Subject–Predicate–Object triples

Subject	Predicate	Object	Confidence	Src
AlphaTensor	Developer	DeepMind	1.00	infobox
AlphaTensor	License	Apache License 2.0	1.00	infobox
AlphaTensor	Release	October 5, 2022 (2022-10-05)	1.00	infobox
AlphaTensor	Repository	github.com/google-deepmind/alphatensor	1.00	infobox
AlphaTensor	Type	Artificial intelligence reinforcement learning algorithm discovery	1.00	infobox
AlphaTensor	Website	AlphaTensor website	1.00	infobox
AlphaTensor	is a	artificial intelligence system developed by DeepMind for discovering efficient matrix multiplication algorithms using reinforcement learning	0.90	text
the Strassen algorithm reduce the number of multiplication operations by using more complex algebraic decompositions	instance of	while faster algorithms	0.80	text
Go	instance of	which had previously been applied to games	0.80	text
chess	instance of	which had previously been applied to games	0.80	text
and shogi	instance of	which had previously been applied to games	0.80	text
AlphaDev	instance of	alongside systems	0.80	text

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Min side: 3