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Computational Mathematics
Computational Mathematics
Numerical algorithms and computational techniques, including numerical analysis, scientific computing, high-performance computing, computational algebra, and mathematical software development
1 paper in this specialization
Papers
Discovering faster matrix multiplication algorithms with reinforcement learning
This paper introduces AlphaTensor, a deep reinforcement learning agent that discovers novel algorithms for matrix multiplication, outperforming human-designed algorithms in certain cases. AlphaTensor finds a faster algorithm for 4x4 matrix multiplication in a finite field and also discovers algorithms tailored to specific hardware, achieving speed-ups compared to existing methods.
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s41586-022-05172-4.pdf
Jul 14, 11:29 AM
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