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文章基本信息

  • 标题:Smarter Features, Simpler Learning?
  • 本地全文:下载
  • 作者:Sarah Winkler ; Georg Moser
  • 期刊名称:Electronic Proceedings in Theoretical Computer Science
  • 电子版ISSN:2075-2180
  • 出版年度:2019
  • 卷号:311
  • 页码:25-31
  • DOI:10.4204/EPTCS.311.4
  • 语种:English
  • 出版社:Open Publishing Association
  • 摘要:Earlier work on machine learning for automated reasoning mostly relied on simple, syntactic features combined with sophisticated learning techniques. Using ideas adopted in the software verification community, we propose the investigation of more complex, structural features to learn from. These may be exploited to either learn beneficial strategies for tools, or build a portfolio solver that chooses the most suitable tool for a given problem. We present some ideas for features of term rewrite systems and theorem proving problems.
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