Corpus ID: 220265809

Representing Unordered Data Using Complex-Weighted Multiset Automata

  title={Representing Unordered Data Using Complex-Weighted Multiset Automata},
  author={Justin DeBenedetto and David Chiang},
  • Justin DeBenedetto, David Chiang
  • Published 2020
  • Computer Science
  • Unordered, variable-sized inputs arise in many settings across multiple fields. The ability for set- and multiset-oriented neural networks to handle this type of input has been the focus of much work in recent years. We propose to represent multisets using complex-weighted multiset automata and show how the multiset representations of certain existing neural architectures can be viewed as special cases of ours. Namely, (1) we provide a new theoretical and intuitive justification for the… CONTINUE READING

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