Search Results for author: Francesco Paolo Casale

Found 4 papers, 2 papers with code

BEL: A Bag Embedding Loss for Transformer enhances Multiple Instance Whole Slide Image Classification

no code implementations2 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.

Image Classification Multiple Instance Learning +1

Probabilistic Neural Architecture Search

no code implementations13 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.

Neural Architecture Search

Gaussian Process Prior Variational Autoencoders

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.

Time Series Time Series Analysis

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