Autonomous Learning Conference Paper 2022

On the Pitfalls of Heteroscedastic Uncertainty Estimation with Probabilistic Neural Networks

Sinusoidal nll fit

Author(s): Maximilian Seitzer and Arash Tavakoli and Dimitrije Antic and Georg Martius
Book Title: International Conference on Learning Representations (ICLR 2022)
Year: 2022
Month: April
Project(s):
Bibtex Type: Conference Paper (conference)
Event Name: Tenth International Conference on Learning Representations (ICLR 2022)
State: Published
URL: https://openreview.net/forum?id=aPOpXlnV1T
Article Number: 2513
Electronic Archiving: grant_archive

BibTex

@conference{Seitzer2022Pitfalls,
  title = {On the Pitfalls of Heteroscedastic Uncertainty Estimation with Probabilistic Neural Networks},
  booktitle = {International Conference on Learning Representations (ICLR 2022)},
  month = apr,
  year = {2022},
  slug = {seitzer2022pitfalls},
  author = {Seitzer, Maximilian and Tavakoli, Arash and Antic, Dimitrije and Martius, Georg},
  url = {https://openreview.net/forum?id=aPOpXlnV1T},
  month_numeric = {4}
}