Understanding and Mitigating Exploding Inverses in Invertible Neural Networks

Jens Behrmann, Paul Vicol, Kuan-Chieh Wang, Roger B. Grosse, Jörn-Henrik Jacobsen. Understanding and Mitigating Exploding Inverses in Invertible Neural Networks. In Arindam Banerjee 0001, Kenji Fukumizu, editors, The 24th International Conference on Artificial Intelligence and Statistics, AISTATS 2021, April 13-15, 2021, Virtual Event. Volume 130 of Proceedings of Machine Learning Research, pages 1792-1800, PMLR, 2021. [doi]

@inproceedings{BehrmannVWGJ21,
  title = {Understanding and Mitigating Exploding Inverses in Invertible Neural Networks},
  author = {Jens Behrmann and Paul Vicol and Kuan-Chieh Wang and Roger B. Grosse and Jörn-Henrik Jacobsen},
  year = {2021},
  url = {http://proceedings.mlr.press/v130/behrmann21a.html},
  researchr = {https://researchr.org/publication/BehrmannVWGJ21},
  cites = {0},
  citedby = {0},
  pages = {1792-1800},
  booktitle = {The 24th International Conference on Artificial Intelligence and Statistics, AISTATS 2021, April 13-15, 2021, Virtual Event},
  editor = {Arindam Banerjee 0001 and Kenji Fukumizu},
  volume = {130},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}