Caught Bearfaced: Face recognition for brown bears
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Caught Bearfaced: Face recognition for brown bears

Many people worry that face recognition is intrusive, but wild animals seem to find it bearable. Melanie Clapham at University of Victoria with teammates of the BearID Project developed a model that performs face recognition for brown bears.

November 25, 20201 min read
Unsupervised Prejudice: Image classification models learned bias from ImageNet.
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Unsupervised Prejudice: Image classification models learned bias from ImageNet.

Social biases are well documented in decisions made by supervised models trained on ImageNet’s labels. But they also crept into the output of unsupervised models pretrained on the same dataset.

November 18, 20202 min read
Unsupervised Prejudice: Image classification models learned bias from ImageNet.
Classification

Unsupervised Prejudice: Image classification models learned bias from ImageNet.

Social biases are well documented in decisions made by supervised models trained on ImageNet’s labels. But they also crept into the output of unsupervised models pretrained on the same dataset.

November 18, 20202 min read
The AI Community Splinters: Could geopolitics drive a wedge in the AI community?
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The AI Community Splinters: Could geopolitics drive a wedge in the AI community?

Will international rivalries fragment international cooperation in machine learning? Countries competing for AI dominance will lash out at competitors.

October 28, 20202 min read
The AI Community Splinters: Could geopolitics drive a wedge in the AI community?
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The AI Community Splinters: Could geopolitics drive a wedge in the AI community?

Will international rivalries fragment international cooperation in machine learning? Countries competing for AI dominance will lash out at competitors.

October 28, 20202 min read
Unfair Outcomes Destroy Trust: What could cause widespread backlash against AI?
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Unfair Outcomes Destroy Trust: What could cause widespread backlash against AI?

Will AI that discriminates based on race, gender, or economic status undermine the public’s confidence in the technology? Seduced by the promise of cost savings and data-driven decision making, organizations will deploy biased systems that end up doing real-world damage.

October 28, 20201 min read
Unfair Outcomes Destroy Trust: What could cause widespread backlash against AI?
Classification

Unfair Outcomes Destroy Trust: What could cause widespread backlash against AI?

Will AI that discriminates based on race, gender, or economic status undermine the public’s confidence in the technology? Seduced by the promise of cost savings and data-driven decision making, organizations will deploy biased systems that end up doing real-world damage.

October 28, 20201 min read
What One Neuron Knows: How convolutional neural network layers recognize objects.
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What One Neuron Knows: How convolutional neural network layers recognize objects.

How does a convolutional neural network recognize a photo of a ski resort? New research shows that it bases its classification on specific neurons that recognize snow, mountains, trees, and houses.

October 21, 20203 min read
Pushing for Reproducible Research: Experts criticize Google Health over AI transparency.
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Pushing for Reproducible Research: Experts criticize Google Health over AI transparency.

Controversy erupted over the need for transparency in research into AI for medicine. Google Health introduced a system that purportedly identified breast cancer more accurately than human radiologists.

October 21, 20202 min read
What One Neuron Knows: How convolutional neural network layers recognize objects.
Classification

What One Neuron Knows: How convolutional neural network layers recognize objects.

How does a convolutional neural network recognize a photo of a ski resort? New research shows that it bases its classification on specific neurons that recognize snow, mountains, trees, and houses.

October 21, 20203 min read
Pushing for Reproducible Research: Experts criticize Google Health over AI transparency.
Classification

Pushing for Reproducible Research: Experts criticize Google Health over AI transparency.

Controversy erupted over the need for transparency in research into AI for medicine. Google Health introduced a system that purportedly identified breast cancer more accurately than human radiologists.

October 21, 20202 min read
Dynamic Benchmarks: A platform for fooling language models
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Dynamic Benchmarks: A platform for fooling language models

Benchmarks provide a scientific basis for evaluating model performance, but they don’t necessarily map well to human cognitive abilities. Facebook aims to close the gap through a dynamic benchmarking method that keeps humans in the loop.

October 14, 20202 min read
Mapping the Inferno: Using computer vision to map wildfires
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Mapping the Inferno: Using computer vision to map wildfires

An AI-powered eye in the sky is helping firefighters control woodland blazes. California used maps drawn by neural networks to fight fires that threatened Yosemite National Park earlier this year.

October 14, 20202 min read
Dynamic Benchmarks: A platform for fooling language models
Classification

Dynamic Benchmarks: A platform for fooling language models

Benchmarks provide a scientific basis for evaluating model performance, but they don’t necessarily map well to human cognitive abilities. Facebook aims to close the gap through a dynamic benchmarking method that keeps humans in the loop.

October 14, 20202 min read
Mapping the Inferno: Using computer vision to map wildfires
Classification

Mapping the Inferno: Using computer vision to map wildfires

An AI-powered eye in the sky is helping firefighters control woodland blazes. California used maps drawn by neural networks to fight fires that threatened Yosemite National Park earlier this year.

October 14, 20202 min read

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