Name: Explainable and Interpretable Reinforcement Learning for Robotics
SKU: 57043824
Price: 2001.00 TWD
Availability: InStock
Author: Roth, Aaron M. ; Manocha, Dinesh ; Sriram, Ram D.
ISBN: 9783031475177

portada Explainable and Interpretable Reinforcement Learning for Robotics

Explainable and Interpretable Reinforcement Learning for Robotics

Type

Physical Book

Author

Publisher

Language

English

Pages

114

Format

Hardcover

Dimensions

24x16.6x0.2 cm

Weight

0.39 kg.

ISBN13

9783031475177

Edition No.

2024th

Synopsis "Explainable and Interpretable Reinforcement Learning for Robotics"

This book surveys the state of the art in explainable and interpretable reinforcement learning (RL) as relevant for robotics. While RL in general has grown in popularity and been applied to increasingly complex problems, several challenges have impeded the real-world adoption of RL algorithms for robotics and related areas. These include difficulties in preventing safety constraints from being violated and the issues faced by systems operators who desire explainable policies and actions. Robotics applications present a unique set of considerations and result in a number of opportunities related to their physical, real-world sensory input and interactions. The authors consider classification techniques used in past surveys and papers and attempt to unify terminology across the field. The book provides an in-depth exploration of 12 attributes that can be used to classify explainable/interpretable techniques. These include whether the RL method is model-agnostic or model-specific, self-explainable or post-hoc, as well as additional analysis of the attributes of scope, when-produced, format, knowledge limits, explanation accuracy, audience, predictability, legibility, readability, and reactivity. The book is organized around a discussion of these methods broken down into 42 categories and subcategories, where each category can be classified according to some of the attributes. The authors close by identifying gaps in the current research and highlighting areas for future investigation.

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Explainable and Interpretable Reinforcement Learning for Robotics - Roth, Aaron M. ; Manocha, Dinesh ; Sriram, Ram D.

Synopsis "Explainable and Interpretable Reinforcement Learning for Robotics"

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