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Learning to communicate
In this post weβll outline new OpenAI research in which agents develop their own language.
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Team update
The OpenAI team is now 45 people. Together, weβre pushing the frontier of AI capabilitiesβwhether by validating novel ideas, creating new software systems, or deploying machine learning on robots.
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Faulty reward functions in the wild
Reinforcement learning algorithms can break in surprising, counterintuitive ways. In this post weβll explore one failure mode, which is where you misspecify your reward function.
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OpenAI and Microsoft
Weβre working with Microsoft to start running most of our large-scale experiments on Azure.
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Semi-supervised knowledge transfer for deep learning from private training data
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Report from the self-organizing conference
Last week we hosted over a hundred and fifty AI practitioners in our offices for our first self-organizing conference on machine learning.
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Machine Learning Unconference
The latest information about the Unconference is now available at the Unconference wiki, which will be periodically updated with more information for attendees.
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Concrete AI safety problems
We (along with researchers from Berkeley and Stanford) are co-authors on todayβs paper led by Google Brain researchers,Β Concrete Problems in AI Safety. The paper explores many research problems around ensuring that modern machine learning systems operate as intended.
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OpenAI technical goals
OpenAIβs mission is to build safe AI, and ensure AIβs benefits are as widely and evenly distributed as possible.
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Team update
Weβd like to welcome the latest set of team members to OpenAI (and weβre still hiring!)
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Adversarial training methods for semi-supervised text classification
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OpenAI Gym Beta
Weβre releasing the public beta of OpenAI Gym, a toolkit for developing and comparing reinforcement learning (RL) algorithms. It consists of a growing suite of environments (from simulated robots to Atari games), and a site for comparing and reproducing results.
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Weight normalization: A simple reparameterization to accelerate training of deep neural networks
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Introducing OpenAI
OpenAI is a non-profit artificial intelligence research company. Our goal is to advance digital intelligence in the way that is most likely to benefit humanity as a whole, unconstrained by a need to generate financial return. Since our research is free from financial obligations, we can better focus...
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