Learning State and Action Abstractions for Effective and Efficient Planning

An autonomous agent should make good decisions quickly. These two considerations --- effectiveness and efficiency --- are especially important, and often competing, when an agent plans to make decisions sequentially in long-horizon tasks. Unfortunately, planning directly in the state and action spac...

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Bibliographic Details
Main Author: Chitnis, Rohan
Other Authors: Kaelbling, Leslie P.
Format: Thesis
Published: Massachusetts Institute of Technology 2022
Online Access:https://hdl.handle.net/1721.1/145150