Data-efficient model-based reinforcement learning with trajectory discrimination

Abstract Deep reinforcement learning has always been used to solve high-dimensional complex sequential decision problems. However, one of the biggest challenges for reinforcement learning is sample efficiency, especially for high-dimensional complex problems. Model-based reinforcement learning can s...

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Bibliographic Details
Main Authors: Tuo Qu, Fuqing Duan, Junge Zhang, Bo Zhao, Wenzhen Huang
Format: Article
Language:English
Published: Springer 2023-10-01
Series:Complex & Intelligent Systems
Subjects:
Online Access:https://doi.org/10.1007/s40747-023-01247-5

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