Dynamic Benchmarks: A platform for fooling language models
Facebook

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
Guess What Happens Next: Research teaches robots to predict unseen obstacles.
Facebook

Guess What Happens Next: Research teaches robots to predict unseen obstacles.

New research teaches robots to anticipate what’s coming rather than focusing on what’s right in front of them. Researchers developed Occupancy Anticipation (OA), a navigation system that predicts unseen obstacles in addition to observing those in its field of view.

September 23, 20202 min read
Guess What Happens Next: Research teaches robots to predict unseen obstacles.
Facebook

Guess What Happens Next: Research teaches robots to predict unseen obstacles.

New research teaches robots to anticipate what’s coming rather than focusing on what’s right in front of them. Researchers developed Occupancy Anticipation (OA), a navigation system that predicts unseen obstacles in addition to observing those in its field of view.

September 23, 20202 min read
Computer Vision Transformed: Google's Detection Transformer (DETR) for object detection
Facebook

Computer Vision Transformed: Google's Detection Transformer (DETR) for object detection

The transformer architecture that has shaken up natural language processing may replace recurrent layers in object detection networks. A Facebook team led by Nicolas Carion and Francisco Massa simplified object detection pipelines by using transformers, yielding Detection Transformer (DETR).

July 8, 20201 min read
Computer Vision Transformed: Google's Detection Transformer (DETR) for object detection
Facebook

Computer Vision Transformed: Google's Detection Transformer (DETR) for object detection

The transformer architecture that has shaken up natural language processing may replace recurrent layers in object detection networks. A Facebook team led by Nicolas Carion and Francisco Massa simplified object detection pipelines by using transformers, yielding Detection Transformer (DETR).

July 8, 20201 min read
Model See, Model Do: Researchers use DensePose to analyze animal behavior.
Facebook

Model See, Model Do: Researchers use DensePose to analyze animal behavior.

Scientists who study animal behavior spend endless hours observing and taking notes about a creature’s actions and reactions. Computer vision could automate much of that work.

July 1, 20201 min read
Model See, Model Do: Researchers use DensePose to analyze animal behavior.
Facebook

Model See, Model Do: Researchers use DensePose to analyze animal behavior.

Scientists who study animal behavior spend endless hours observing and taking notes about a creature’s actions and reactions. Computer vision could automate much of that work.

July 1, 20201 min read
Baidu Leaves Partnership on AI: Chinese tech giant exits a consortium on AI bias and privacy.
Facebook

Baidu Leaves Partnership on AI: Chinese tech giant exits a consortium on AI bias and privacy.

Baidu backed out of a U.S.-led effort to promote ethics in AI, leaving the project without a Chinese presence. The Beijing-based search giant withdrew from the Partnership on AI, a consortium that promotes cooperation on issues like digital privacy and algorithmic bias.

June 24, 20201 min read
Misleading Metrics: Advances in metric learning may be illusions.
Facebook

Misleading Metrics: Advances in metric learning may be illusions.

A growing body of literature shows that some steps in AI’s forward march may actually move sideways. A new study questions advances in metric learning.

June 24, 20202 min read
Baidu Leaves Partnership on AI: Chinese tech giant exits a consortium on AI bias and privacy.
Facebook

Baidu Leaves Partnership on AI: Chinese tech giant exits a consortium on AI bias and privacy.

Baidu backed out of a U.S.-led effort to promote ethics in AI, leaving the project without a Chinese presence. The Beijing-based search giant withdrew from the Partnership on AI, a consortium that promotes cooperation on issues like digital privacy and algorithmic bias.

June 24, 20201 min read
Misleading Metrics: Advances in metric learning may be illusions.
Facebook

Misleading Metrics: Advances in metric learning may be illusions.

A growing body of literature shows that some steps in AI’s forward march may actually move sideways. A new study questions advances in metric learning.

June 24, 20202 min read
Outing Hidden Hatred: How Facebook built a hate speech detector
Facebook

Outing Hidden Hatred: How Facebook built a hate speech detector

Facebook uses automated systems to block hate speech, but hateful posts can slip through when seemingly benign words and pictures combine to create a nasty message. The social network is tackling this problem by enhancing AI’s ability to recognize context.

June 17, 20202 min read
Outing Hidden Hatred: How Facebook built a hate speech detector
Facebook

Outing Hidden Hatred: How Facebook built a hate speech detector

Facebook uses automated systems to block hate speech, but hateful posts can slip through when seemingly benign words and pictures combine to create a nasty message. The social network is tackling this problem by enhancing AI’s ability to recognize context.

June 17, 20202 min read
Visual Strategies for RL: Plan2Vec helps reinforcement learning with complex tasks.
Facebook

Visual Strategies for RL: Plan2Vec helps reinforcement learning with complex tasks.

Reinforcement learning can beat humans at video games, but humans are better at coming up with strategies to master more complex tasks. New work enables neural networks to connect the dots.

June 10, 20202 min read
Visual Strategies for RL: Plan2Vec helps reinforcement learning with complex tasks.
Facebook

Visual Strategies for RL: Plan2Vec helps reinforcement learning with complex tasks.

Reinforcement learning can beat humans at video games, but humans are better at coming up with strategies to master more complex tasks. New work enables neural networks to connect the dots.

June 10, 20202 min read

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