A Semantic Loss Function for Deep Learning with Symbolic Knowledge

A Semantic Loss Function for Deep Learning with Symbolic Knowledge (bibtex)

by Jingyi Xu, Zilu Zhang, Tal Friedman, Yitao Liang and Guy Van den Broeck

Reference:

Jingyi Xu, Zilu Zhang, Tal Friedman, Yitao Liang and Guy Van den Broeck. A Semantic Loss Function for Deep Learning with Symbolic Knowledge, In Proceedings of the ICML Workshop on Tractable Probabilistic Models (TPM), 2018.

Bibtex Entry:

@inproceedings{XuTPM18,
  author    = {Xu, Jingyi and Zhang, Zilu and Friedman, Tal and Liang, Yitao and Van den Broeck, Guy},
  title     = {A Semantic Loss Function for Deep Learning with Symbolic Knowledge},
  booktitle = {Proceedings of the ICML Workshop on Tractable Probabilistic Models (TPM)},
  url       = "http://starai.cs.ucla.edu/papers/XuICML18.pdf",
  slides    = "http://starai.cs.ucla.edu/slides/ICML19-SemanticLoss.pdf",
  video     = "https://youtu.be/M6dVn7ex_gc?t=3248",
  month     = jul,
  year      = {2018},
  keywords  = {workshop,duplicate}
}

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