Bringing the world closer together by advancing artificial intelligence
At Facebook AI, we're connecting people to what they care about, powering new, meaningful experiences, and advancing the state-of-the-art through open research and accessible tooling.
See Our ResearchRESEARCH
Research Areas
Our teams accelerate research breakthroughs across both existing and new learning paradigms to develop state-of-the-art AI that has a positive impact on people and society.
Computer Vision
Understanding the visual world around us
Conversational AI
Creating personalized and meaningful interactions
Integrity
Building AI solutions to keep people safe on social platforms
Natural Language Processing
Next generation text understanding and generation
Ranking & Recommendations
Connecting people to what's most meaningful
Systems Research
Developing novel algorithmic, software, and hardware techniques
Theory
Laying foundations for artificial intelligence
Speech & Audio
Powering voice interfaces and audio content understanding
Human & Machine Intelligence
Building algorithms inspired by, and compatible with, human cognition
Additional Areas
Reinforcement learning, robotics, graphics, and more coming soon
Recent Publications
Cycle-Consistency for Robust Visual Question Answering
We introduce a new evaluation protocol and associated dataset (VQA-Rephrasings) and show that state-of-the-art VQA models are notoriously brittle to linguistic variations in questions.
Engaging Image Chat: Modeling Personality in Grounded Dialogue
To achieve the long-term goal of machines being able to engage humans in conversation, our models should be engaging.
Defense Against Adversarial Images using Web-Scale Nearest-Neighbor Search
This paper studies an approach that aims to make image-recognition systems robust against adversarial images by performing nearest-neighbor searches for similar images in a web-scale database of billions of unlabeled images.
TOOLS
Open source tools, libraries, and models for cutting edge research to production deployment.
End-to-End
Accelerate development with tools that enable the workflow from research prototyping to deployment.
State of the Art
Tap into the latest breakthroughs developed by Facebook AI and deployed in products used by billions.
Open & Modular
Work with a broad ecosystem of open source tools and libraries designed to be modular and interoperable.
Open-Source AI Tools
PyTorch
PyTorch is an open source deep learning framework built to be flexible and modular for research, with the stability and support needed for production deployment. It enables fast, flexible experimentation through a tape-based autograd system designed for immediate and python-like execution.
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