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12/24/2022
Automated Gadget Discovery in Science
In recent years, reinforcement learning (RL) has become increasingly suc...
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10/25/2021
Quantum machine learning beyond kernel methods
With noisy intermediate-scale quantum computers showing great promise fo...
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01/02/2020
Operationally meaningful representations of physical systems in neural networks
To make progress in science, we often build abstract representations of ...
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10/28/2019
A framework for deep energy-based reinforcement learning with quantum speed-up
In the past decade, deep learning methods have seen tremendous success i...
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07/17/2019
Photonic architecture for reinforcement learning
The last decade has seen an unprecedented growth in artificial intellige...
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12/20/2018
Optimizing Quantum Error Correction Codes with Reinforcement Learning
Quantum error correction is widely thought to be the key to fault-tolera...
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06/02/2017