| 书目名称 | Lifelong and Continual Learning Dialogue Systems |
| 编辑 | Sahisnu Mazumder,Bing Liu |
| 视频video | |
| 概述 | Provides background on the categories of dialogue systems, including their problems and weaknesses.Provides a framework for open-world continual learning and explains how it can be used to improve dia |
| 丛书名称 | Synthesis Lectures on Human Language Technologies |
| 图书封面 |  |
| 描述 | .This book introduces the new paradigm of lifelong and continual learning dialogue systems to endow dialogue systems with the ability to learn continually by themselves through their own self-initiated interactions with their users and the working environments. The authors present the latest developments and techniques for building such continual learning dialogue systems. The book explains how these developments allow systems to continuously learn new language expressions, lexical and factual knowledge, and conversational skills through interactions and dialogues. Additionally, the book covers techniques to acquire new training examples for learning new tasks during the conversation. The book also reviews existing work on lifelong learning and discusses areas for future research. . |
| 出版日期 | Book 2024 |
| 关键词 | Lifelong Machine Learning; Lifelong Learning; Continual Learning; Dialogue Systems; Interactive Systems |
| 版次 | 1 |
| doi | https://doi.org/10.1007/978-3-031-48189-5 |
| isbn_softcover | 978-3-031-48191-8 |
| isbn_ebook | 978-3-031-48189-5Series ISSN 1947-4040 Series E-ISSN 1947-4059 |
| issn_series | 1947-4040 |
| copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |
发表于 2025-3-21 19:25:13
