Publications

PAVI: Plate-Amortized Variational Inference

Preprint at TMLR - 2023-04-18

Through an original combination of amortization and stochastic training, we scale inference to very large problems.

Citation:

@article{
anonymous2023pavi,
  title={PAVI: Plate-Amortized Variational Inference},
  author={Anonymous},
  journal={Submitted to Transactions on Machine Learning Research},
  year={2023},
  url={https://openreview.net/forum?id=vlY9GDCCA6},
  note={Under review}
}

ADAVI: Automatic Dual Amortized Variational Inference Applied To Pyramidal Bayesian Models

Published at ICLR 2022 - 2022-04-25

We automatically derive a variational family dual to a plate-enriched Hierarchical Bayesian Network and perform amortized inference.

See on Openreview

download_logo Download paper here

Citation:

@inproceedings{
    rouillard2022adavi,
    title={ADAVI: Automatic Dual Amortized Variational Inference Applied To Pyramidal Bayesian Models},
    author={Louis Rouillard and Demian Wassermann},
    booktitle={International Conference on Learning Representations},
    year={2022},
    url={https://openreview.net/forum?id=CgIEctmcXx1}
}