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.
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}
}