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To Be Energy-Efficient, Brains Predict Their Perceptions

November 15, 2021

Results from neural networks support the idea that brains are “prediction machines” — and that they work that way to conserve energy.

Q&A

Her Machine Learning Tools Pull Insights From Cell Images

November 2, 2021

The computational biologist Anne Carpenter creates software that brings the power of machine learning to researchers seeking answers in mountains of cell images.

Neuron Bursts Can Mimic Famous AI Learning Strategy

October 18, 2021

A new model of learning centers on bursts of neural activity that act as teaching signals — approximating backpropagation, the algorithm behind learning in AI.

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

October 11, 2021

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

How Computationally Complex Is a Single Neuron?

September 2, 2021

Computational neuroscientists taught an artificial neural network to imitate a biological neuron. The result offers a new way to think about the complexity of single brain cells.

How Big Data Carried Graph Theory Into New Dimensions

August 19, 2021

Researchers are turning to the mathematics of higher-order interactions to better model the complex connections within their data.

Q&A

The Computer Scientist Training AI to Think With Analogies

July 14, 2021

Melanie Mitchell has worked on digital minds for decades. She says they’ll never truly be like ours until they can make analogies.

Neurons Unexpectedly Encode Information in the Timing of Their Firing

July 7, 2021

A temporal pattern of activity observed in human brains may explain how we can learn so quickly.

Same or Different? The Question Flummoxes Neural Networks.

June 23, 2021

For all their triumphs, AI systems can’t seem to generalize the concepts of “same” and “different.” Without that, researchers worry, the quest to create truly intelligent machines may be hopeless.

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