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Learning concepts with energy functions
We’ve developed an energy-based model that can quickly learn to identify and generate instances of concepts, such as near, above, between, closest, and furthest, expressed as sets of 2d points. Our model learns these concepts after only five demonstrations. We also show cross-domain transfer: we use concepts learned in a 2d particle environment to solve tasks on a 3-dimensional physics-based robot.
Learning concepts with energy functions
We’ve developed an energy-based model that can quickly learn to identify and generate instances of concepts, such as near, above, between, closest, and furthest, expressed as sets of 2d points. Our model learns these concepts after only five demonstrations. We also show cross-domain transfer: we use concepts learned in a 2d particle environment to solve tasks on a 3-dimensional physics-based robot.
Election Update - meta.com
Election Update meta.com
An Independent Assessment of the Human Rights Impact of Facebook in Myanmar - meta.com
An Independent Assessment of the Human Rights Impact of Facebook in Myanmar meta.com
An Independent Assessment of the Human Rights Impact of Facebook in Myanmar - meta.com
An Independent Assessment of the Human Rights Impact of Facebook in Myanmar meta.com
Reinforcement learning with prediction-based rewards
We’ve developed Random Network Distillation (RND), a prediction-based method for encouraging reinforcement learning agents to explore their environments through curiosity, which for the first time exceeds average human performance on Montezuma’s Revenge.
Reinforcement learning with prediction-based rewards
We’ve developed Random Network Distillation (RND), a prediction-based method for encouraging reinforcement learning agents to explore their environments through curiosity, which for the first time exceeds average human performance on Montezuma’s Revenge.
University called on to cut ties with billionaire who offered Bentleys to Saudi bombers - The Herald
University called on to cut ties with billionaire who offered Bentleys to Saudi bombers The Herald
Taking Down Coordinated Inauthentic Behavior from Iran - meta.com
Taking Down Coordinated Inauthentic Behavior from Iran meta.com
More Ways to Share and Connect With Music on Facebook - meta.com
More Ways to Share and Connect With Music on Facebook meta.com
New Technology to Fight Child Exploitation - meta.com
New Technology to Fight Child Exploitation meta.com
Say Hello to the New Messenger: Introducing Messenger 4 - meta.com
Say Hello to the New Messenger: Introducing Messenger 4 meta.com
Removing a Spam Network From Facebook in the Philippines - meta.com
Removing a Spam Network From Facebook in the Philippines meta.com
Learning complex goals with iterated amplification
We’re proposing an AI safety technique called iterated amplification that lets us specify complicated behaviors and goals that are beyond human scale, by demonstrating how to decompose a task into simpler sub-tasks, rather than by providing labeled data or a reward function. Although this idea is in its very early stages and we have only completed experiments on simple toy algorithmic domains, we’ve decided to present it in its preliminary state because we think it could prove to be a scalable a...
Learning complex goals with iterated amplification
We’re proposing an AI safety technique called iterated amplification that lets us specify complicated behaviors and goals that are beyond human scale, by demonstrating how to decompose a task into simpler sub-tasks, rather than by providing labeled data or a reward function. Although this idea is in its very early stages and we have only completed experiments on simple toy algorithmic domains, we’ve decided to present it in its preliminary state because we think it could prove to be a scalable a...
New Research Shows Facebook Making Strides Against False News - meta.com
New Research Shows Facebook Making Strides Against False News meta.com
Fighting Election Interference in Real Time - meta.com
Fighting Election Interference in Real Time meta.com
An Update on the Security Issue - meta.com
An Update on the Security Issue meta.com
OpenAI Scholars 2019: Applications open
We are now accepting applications for our second cohort of OpenAI Scholars, a program where we provide 6–10 stipends and mentorship to individuals from underrepresented groups to study deep learning full-time for 3 months and open-source a project.
OpenAI Scholars 2019: Applications open
We are now accepting applications for our second cohort of OpenAI Scholars, a program where we provide 6–10 stipends and mentorship to individuals from underrepresented groups to study deep learning full-time for 3 months and open-source a project.