1 code implementation • 4 Nov 2023 • Jan P. Engelmann, Alessandro Palma, Jakub M. Tomczak, Fabian J. Theis, Francesco Paolo Casale
Predicting patient features from single-cell data can help identify cellular states implicated in health and disease.
no code implementations • 2 Mar 2023 • Daniel Sens, Ario Sadafi, Francesco Paolo Casale, Nassir Navab, Carsten Marr
Recent MIL approaches produce highly informative bag level representations by utilizing the transformer architecture's ability to model the dependencies between instances.
no code implementations • 13 Feb 2019 • Francesco Paolo Casale, Jonathan Gordon, Nicolo Fusi
We showcase the advantages of our approach in applications to CIFAR-10 and ImageNet, where our approach outperforms methods with double its computational cost and matches the performance of methods with costs that are three orders of magnitude larger.
2 code implementations • NeurIPS 2018 • Francesco Paolo Casale, Adrian V. Dalca, Luca Saglietti, Jennifer Listgarten, Nicolo Fusi
In this work, we introduce a new model, the Gaussian Process (GP) Prior Variational Autoencoder (GPPVAE), to specifically address this issue.