Corpus ID: 222177093

Abductive Knowledge Induction From Raw Data

@article{Dai2020AbductiveKI,
  title={Abductive Knowledge Induction From Raw Data},
  author={Wang-Zhou Dai and S. Muggleton},
  journal={ArXiv},
  year={2020},
  volume={abs/2010.03514}
}
  • Wang-Zhou Dai, S. Muggleton
  • Published 2020
  • Computer Science
  • ArXiv
  • For many reasoning-heavy tasks, it is challenging to find an appropriate end-to-end differentiable approximation to domain-specific inference mechanisms. Neural-Symbolic (NeSy) AI divides the end-to-end pipeline into neural perception and symbolic reasoning, which can directly exploit general domain knowledge such as algorithms and logic rules. However, it suffers from the exponential computational complexity caused by the interface between the two components, where the neural model lacks… CONTINUE READING
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