A Semantic Loss Function for Deep Learning Under Weak Supervision

A Semantic Loss Function for Deep Learning Under Weak Supervision (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 Under Weak Supervision, In NIPS 2017 Workshop on Learning with Limited Labeled Data: Weak Supervision and Beyond, 2017.

Bibtex Entry:

@inproceedings{XuLLD17,
  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 Under Weak Supervision},
  booktitle = {NIPS 2017 Workshop on Learning with Limited Labeled Data: Weak Supervision and Beyond},
  month     = Dec,
  year      = {2017},
  url       = "http://starai.cs.ucla.edu/papers/XuLLD17.pdf",
  code = "https://github.com/UCLA-StarAI/Semantic-Loss",
  annotation = "(LLD best paper award runner up)",
  keywords  = {workshop}
}

PDF Preview: