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[paper reading][IJCAI 2020] Turning 30: New Ideas in Inductive Logic Programming

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目录
  • 3 Learning Background Knowledge
    • 3.1 Predicate Invention
    • 3.2 Lifelong Learning

  • IJCAI 2020
  • https://www.ijcai.org/proceedings/2020/0673.pdf
  • A short survey on ILP.
  • recursive, generalize, learning BK, ASP, NN, future directions

3 Learning Background Knowledge

  • facts and rules
  • theory of light to understand images
  • higher-order, map/3, filter/3, fold/4, programming puzzles.
  • feature engineering

3.1 Predicate Invention

  • complex search
  • metarule, higher-order
  • \(CUR^2LED\), different similarities for different tasks
  • ALPs (encode-decode)

3.2 Lifelong Learning

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