When Models Take Shortcuts: The causes of shortcut learning in neural networks
Classification

When Models Take Shortcuts: The causes of shortcut learning in neural networks

Neuroscientists once thought they could train rats to navigate mazes by color. Rats don’t perceive colors at all. Instead, they rely on the distinct odors of different colors of paint. New work finds that neural networks are prone to this sort of misalignment between training goals and learning.

June 3, 20202 min read
When Models Take Shortcuts: The causes of shortcut learning in neural networks
Classification

When Models Take Shortcuts: The causes of shortcut learning in neural networks

Neuroscientists once thought they could train rats to navigate mazes by color. Rats don’t perceive colors at all. Instead, they rely on the distinct odors of different colors of paint. New work finds that neural networks are prone to this sort of misalignment between training goals and learning.

June 3, 20202 min read
Another Look at YOLO: How YOLOv4 is different from earlier versions
Classification

Another Look at YOLO: How YOLOv4 is different from earlier versions

The latest update of the acclaimed real-time object detector You Only Look Once is more accurate than ever. Researchers at Taiwan’s Institute of Information Science Academia Sinica offer YOLOv4 — the first version not to include the architecture’s original creators.

June 3, 20202 min read
Text to Video in Two Minutes: Baidu's VidPress generates video from text.
Classification

Text to Video in Two Minutes: Baidu's VidPress generates video from text.

Will reading soon become obsolete? A new system converts text articles into videos. VidPress, a prototype project from Chinese tech giant Baidu, currently generates more than 1,000 narrated video summaries of news stories daily.

May 27, 20202 min read
Text to Video in Two Minutes: Baidu's VidPress generates video from text.
Classification

Text to Video in Two Minutes: Baidu's VidPress generates video from text.

Will reading soon become obsolete? A new system converts text articles into videos. VidPress, a prototype project from Chinese tech giant Baidu, currently generates more than 1,000 narrated video summaries of news stories daily.

May 27, 20202 min read
Information Warfare Covid Edition: Facebook used humans and AI to spot false Covid claims.
Classification

Information Warfare Covid Edition: Facebook used humans and AI to spot false Covid claims.

Facebook’s AI can’t spot Covid-19 disinformation on its own. But with human help, it can slow the spread. Facebook uses a combination of humans and neural nets to crack down on messages that make false claims about Covid-19, which may have deadly consequences.

May 20, 20201 min read
Information Warfare Covid Edition: Facebook used humans and AI to spot false Covid claims.
Classification

Information Warfare Covid Edition: Facebook used humans and AI to spot false Covid claims.

Facebook’s AI can’t spot Covid-19 disinformation on its own. But with human help, it can slow the spread. Facebook uses a combination of humans and neural nets to crack down on messages that make false claims about Covid-19, which may have deadly consequences.

May 20, 20201 min read
Small Data the Simple Way: A training technique that can outperform few-shot learning
Classification

Small Data the Simple Way: A training technique that can outperform few-shot learning

Few-shot learning seeks to build models that adapt to novel tasks based on small numbers of training examples. This sort of learning typically involves complicated techniques, but researchers achieved state-of-the-art results using a simpler approach.

May 20, 20202 min read
Small Data the Simple Way: A training technique that can outperform few-shot learning
Classification

Small Data the Simple Way: A training technique that can outperform few-shot learning

Few-shot learning seeks to build models that adapt to novel tasks based on small numbers of training examples. This sort of learning typically involves complicated techniques, but researchers achieved state-of-the-art results using a simpler approach.

May 20, 20202 min read
Flexible Teachers, Smarter Students: Meta Pseudo Labels improves knowledge distillation.
Classification

Flexible Teachers, Smarter Students: Meta Pseudo Labels improves knowledge distillation.

Human teachers can teach more effectively by adjusting their methods in response to student feedback. It turns out that teacher networks can do the same.

May 13, 20202 min read
An Archive Unearthed: Newspaper Navigator indexes visual elements in archival text.
Classification

An Archive Unearthed: Newspaper Navigator indexes visual elements in archival text.

An algorithm indexed photos, ads, and other images embedded in 170 years of American newspapers. Created by researchers at the University of Washington and U.S. Library of Congress, Newspaper Navigator uses object recognition to organize visual features of newspapers dating back to 1789.

May 13, 20201 min read
Flexible Teachers, Smarter Students: Meta Pseudo Labels improves knowledge distillation.
Classification

Flexible Teachers, Smarter Students: Meta Pseudo Labels improves knowledge distillation.

Human teachers can teach more effectively by adjusting their methods in response to student feedback. It turns out that teacher networks can do the same.

May 13, 20202 min read
An Archive Unearthed: Newspaper Navigator indexes visual elements in archival text.
Classification

An Archive Unearthed: Newspaper Navigator indexes visual elements in archival text.

An algorithm indexed photos, ads, and other images embedded in 170 years of American newspapers. Created by researchers at the University of Washington and U.S. Library of Congress, Newspaper Navigator uses object recognition to organize visual features of newspapers dating back to 1789.

May 13, 20201 min read
Triage for Pandemic Patients: Complications AlgoMarker measures a patient's Covid risk.
Classification

Triage for Pandemic Patients: Complications AlgoMarker measures a patient's Covid risk.

Israeli and American hospitals are using an algorithm to flag individuals at high risk for Covid-19 complications.

May 6, 20202 min read
Seeing Sea Plastic: Computer vision spots ocean trash from satellite imagery.
Classification

Seeing Sea Plastic: Computer vision spots ocean trash from satellite imagery.

A machine learning model is scanning the oceans for the glint of garbage. Researchers from the UK’s Plymouth Marine Laboratory trained a model to identify ocean-borne refuse.

May 6, 20201 min read

Subscribe to The Batch

Stay updated with weekly AI News and Insights delivered to your inbox