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Mar, 2020
基于局部线性控制的预测编码
Predictive Coding for Locally-Linear Control
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Rui Shu, Tung Nguyen, Yinlam Chow, Tuan Pham, Khoat Than...
TL;DR
使用信息论的 Learning Controllable Embedding (LCE) 方法,通过使用预测编码来代替显式的下一个观察预测,提出了一种无解码器的 LCE 模型,其潜在动力学适于局部线性控制,并在基准任务上展示了可靠的控制潜在空间的学习能力,表现优于现有 LCE 基准线。
Abstract
High-dimensional observations and unknown dynamics are major challenges when applying
optimal control
to many real-world decision making tasks. The
learning controllable embedding
(LCE) framework addresses these
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