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- W2571696871 abstract "In this paper, we propose a framework for solving a single-agent task by using multiple agents, each focusing on different aspects of the task. This approach has two main advantages: 1) it allows for training specialized agents on different parts of the task, and 2) it provides a new way to transfer knowledge, by transferring trained agents. Our framework generalizes the traditional hierarchical decomposition, in which, at any moment in time, a single agent has control until it has solved its particular subtask. We illustrate our framework with empirical experiments on two domains." @default.
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- W2571696871 date "2016-12-15" @default.
- W2571696871 modified "2023-09-27" @default.
- W2571696871 title "Improving Scalability of Reinforcement Learning by Separation of Concerns." @default.
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