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Learning a hierarchy
We’ve developed a hierarchical reinforcement learning algorithm that learns high-level actions useful for solving a range of tasks, allowing fast solving of tasks requiring thousands of timesteps. Our algorithm, when applied to a set of navigation problems, discovers a set of high-level actions for walking and crawling in different directions, which enables the agent to master new navigation tasks quickly.
Learning a hierarchy
We’ve developed a hierarchical reinforcement learning algorithm that learns high-level actions useful for solving a range of tasks, allowing fast solving of tasks requiring thousands of timesteps. Our algorithm, when applied to a set of navigation problems, discovers a set of high-level actions for walking and crawling in different directions, which enables the agent to master new navigation tasks quickly.
glamazon at Amazon: eighteen years of change - About Amazon
glamazon at Amazon: eighteen years of change About Amazon
Amazon goes gold - About Amazon
Amazon goes gold About Amazon
Generalizing from simulation
Our latest robotics techniques allow robot controllers, trained entirely in simulation and deployed on physical robots, to react to unplanned changes in the environment as they solve simple tasks. That is, we’ve used these techniques to build closed-loop systems rather than open-loop ones as before.
Generalizing from simulation
Our latest robotics techniques allow robot controllers, trained entirely in simulation and deployed on physical robots, to react to unplanned changes in the environment as they solve simple tasks. That is, we’ve used these techniques to build closed-loop systems rather than open-loop ones as before.
Tesla Announces Date for Third Quarter 2017 Financial Results and Webcast - Tesla Investor Relations
Tesla Announces Date for Third Quarter 2017 Financial Results and Webcast Tesla Investor Relations
Spotlight: What's behind abrupt U.S. withdrawal from UNESCO?
The world has long been used to U.S. President Donald Trump taking a stance against multilateralism. Still, the sudden U.S. announcement Thursday to retreat from UNESCO -- the United Nations Educational, Scientific and Cultural Organization -- raised eyebrows worldwide.
Spotlight: What's behind abrupt U.S. withdrawal from UNESCO?
The world has long been used to U.S. President Donald Trump taking a stance against multilateralism. Still, the sudden U.S. announcement Thursday to retreat from UNESCO -- the United Nations Educational, Scientific and Cultural Organization -- raised eyebrows worldwide.
Meta-learning for wrestling
We show that for the task of simulated robot wrestling, a meta-learning agent can learn to quickly defeat a stronger non-meta-learning agent, and also show that the meta-learning agent can adapt to physical malfunction.
Meta-learning for wrestling
We show that for the task of simulated robot wrestling, a meta-learning agent can learn to quickly defeat a stronger non-meta-learning agent, and also show that the meta-learning agent can adapt to physical malfunction.
Competitive self-play
We’ve found that self-play allows simulated AIs to discover physical skills like tackling, ducking, faking, kicking, catching, and diving for the ball, without explicitly designing an environment with these skills in mind. Self-play ensures that the environment is always the right difficulty for an AI to improve. Taken alongside our Dota 2 self-play results, we have increasing confidence that self-play will be a core part of powerful AI systems in the future.
Competitive self-play
We’ve found that self-play allows simulated AIs to discover physical skills like tackling, ducking, faking, kicking, catching, and diving for the ball, without explicitly designing an environment with these skills in mind. Self-play ensures that the environment is always the right difficulty for an AI to improve. Taken alongside our Dota 2 self-play results, we have increasing confidence that self-play will be a core part of powerful AI systems in the future.
New Test to Provide Context About Articles - meta.com
New Test to Provide Context About Articles meta.com
Hard Questions: Russian Ads Delivered to Congress - meta.com
Hard Questions: Russian Ads Delivered to Congress meta.com
Improving Enforcement and Transparency of Ads on Facebook - meta.com
Improving Enforcement and Transparency of Ads on Facebook meta.com
Measure Brand Lift Across TV and Facebook - meta.com
Measure Brand Lift Across TV and Facebook meta.com
Facebook to Provide Congress With Ads Linked to Internet Research Agency - meta.com
Facebook to Provide Congress With Ads Linked to Internet Research Agency meta.com
UN roots for enhanced data collection to fix food security crises in Africa
The United Nations Food and Agriculture Organization (FAO) will avail financial resources and technical expertise to help African countries collect data on agriculture that is key to addressing food security crises in the continent, an official said on Monday.
UN roots for enhanced data collection to fix food security crises in Africa
The United Nations Food and Agriculture Organization (FAO) will avail financial resources and technical expertise to help African countries collect data on agriculture that is key to addressing food security crises in the continent, an official said on Monday.