Thursday, December 30, 2021

Quanta’s Most Popular Computer Science Stories of 2021

Math and Science News from Quanta Magazine
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QUANTIZED COLUMNS | ALL TOPICS

 

What Makes Quantum Computing So Hard to Explain?

By SCOTT AARONSON

To understand what quantum computers can do — and what they can't — avoid falling for overly simple explanations.

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NONLINEAR DYNAMICS

 

New Quantum Algorithms Finally Crack Nonlinear Equations

By MAX G. LEVY

Quantum information researchers have tried to use linear equations as a key to unlock nonlinear differential ones for over a decade. Two teams at MIT and the University of Maryland have put that goal within reach.

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ALGORITHMS

 

Matrix Multiplication Inches Closer to Mythic Goal

By KEVIN HARTNETT

A recent paper set the fastest record for multiplying two matrices. But it also marks the end of the line for a method researchers have relied on for decades to make improvements.

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NEURAL NETWORKS

 

Artificial Neural Nets Finally Yield Clues to How Brains Learn

By ANIL ANANTHASWAMY

The learning algorithm that enables the runaway success of deep neural networks doesn't work in biological brains, but researchers are finding alternatives that could.

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NEURAL NETWORKS

 

A New Link to an Old Model Could Crack the Mystery of Deep Learning

By ANIL ANANTHASWAMY

To help them explain the shocking success of deep neural networks, researchers are turning to older but better-understood models of machine learning.

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