Meta-learning
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Learning computational tasks from single examples
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In the past decade, deep-learning systems have proven remarkably successful at many artificial-intelligence tasks, but their applications tend to be narrow. ...

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How robots can adapt to new tasks — quickly
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Reinforcement learning (RL) is a technique in which an AI agent interacts with an environment and learns a policy based on the rewards that it receives ...

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ICLR: The AI conference that helped redefine the field
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The International Conference on Learning Representations (ICLR), which will be virtual this year and begins next week, is only eight years old. But ...

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When does transfer learning work?
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Transfer learning is a widely used technique for improving the performance of neural networks when labeled training data is scarce. Before a network is ...

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