This respository contains codes for MGP (NeurIPS 2022) and MNP (NeurIPS 2023). As we do not own the preprocessed datasets presented in our papers, we do not publish the datasets here. Please contact the original authors to obtain the datasets and place in the data folder.
If you are using the codes, please cite our papers.
@inproceedings{jung2022uncertainty,
author={Jung, Myong Chol and Zhao, He and Dipnall, Joanna and Gabbe, Belinda and Du, Lan},
booktitle={Advances in Neural Information Processing Systems},
editor={S. Koyejo and S. Mohamed and A. Agarwal and D. Belgrave and K. Cho and A. Oh},
pages={6517--6530},
publisher={Curran Associates, Inc.},
title={Uncertainty Estimation for Multi-view Data: The Power of Seeing the Whole Picture},
volume={35},
year={2022}
}@inproceedings{jung2023beyond,
author = {Jung, Myong Chol and Zhao, He and Dipnall, Joanna and Du, Lan},
booktitle = {Advances in Neural Information Processing Systems},
editor = {A. Oh and T. Naumann and A. Globerson and K. Saenko and M. Hardt and S. Levine},
pages = {42191--42216},
publisher = {Curran Associates, Inc.},
title = {Beyond Unimodal: Generalising Neural Processes for Multimodal Uncertainty Estimation},
volume = {36},
year = {2023}
}