Tag: Meta AI

meta-ai

ImageBind: Holistic AI Learning Across Six Modalities

the sounds of car engines. Today, we’re introducing an approach that brings machines one step closer to humans’ ability to learn simultaneously, holistically, and directly from many different forms of information — without the need for explicit supervision (the process of…

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dino

DINOv2: State-Of-The-Art Computer Vision Models With Self-Supervised Learning

Today, we are open-sourcing DINOv2, the first method for training computer vision models that uses self-supervised learning to achieve results that match or surpass the standard approach used in the field. Self-supervised learning — the same method that’s used to create…

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meta

Introducing Casual Conversations v2: A More Inclusive Dataset To measure Fairness

For AI to serve communities fairly, researchers need diverse and inclusive datasets in order to rigorously and thoughtfully evaluate fairness in the models they build. In applications of computer vision and speech recognition in particular, AI researchers need data to assess…

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meta-ai

A New System To Help Ensure Ads Are Delivered Fairly To Different Demographic Groups

Advocates, researchers, and others have long been focused on the relationship between advertising and economic mobility, especially when it comes to ads that pertain to housing, employment, and credit opportunities. People can more easily pursue a new job or consider moving to…

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speech-vision-ai

Data2vec 2.0: Highly Efficient Self-Supervised Learning For Vision, Speech And Text

Many recent breakthroughs in AI have been powered by self-supervised learning, which enables machines to learn without relying on labeled data. But current algorithms have several significant limitations, often including being specialized for a single modality (such as images or text) and…

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pyTorch-lightning

How PyTorch Is Bringing The Power Of AI To Computers And Smartphones

Many of the experiences people enjoy on Facebook and Instagram are powered by artificial intelligence (AI). A number of them, like Assistant, Avatars, and AR effects, cannot be powered by server-side AI due to latency, network bandwidth, and other constraints. Running AI…

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meta-ai

CICERO: An AI Agent That Negotiates, Persuades, And Cooperates With People

Games have long been a proving ground for new AI advancements — from Deep Blue’s victory over chess grandmaster Garry Kasparov, to AlphaGo’s mastery of Go, to Pluribus out-bluffing the best humans in poker. But truly useful, versatile agents will need to go…

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meta-ai

MultiRay: Optimizing Efficiency For Large-Scale AI Models

In current AI systems that process text, images, and other modalities, the best possible results are obtained by taking a very large model trained on an immense amount of data and then specializing it on a particular task (for example, identifying…

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htps

Teaching AI Advanced Mathematical Reasoning

The scientific community has long regarded mathematical theorem proving as a crucial step in building intelligent machines. Demonstrating that a particular conjecture is true or false requires using symbolic reasoning and navigating an infinite number of possible choices — skills that…

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meta-ai

Using AI To Compress Audio Files For Quick And Easy Sharing

Compression is an important part of the internet today, because it enables people to easily share high-quality photos, listen to audio messages, stream their favorite shows, and so much more. Even when using today’s state-of-the-art techniques, enjoying these rich multimedia experiences requires a…

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