62 citations · 101 across the 4 of their papers we have counts for
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stat.ML2016★ 4 cited
Known Unknowns: Uncertainty Quality in Bayesian Neural Networks
Ramon Oliveira, Pedro Tabacof, Eduardo Valle
We evaluate the uncertainty quality in neural networks using anomaly detection. We extract uncertainty measures (e.g. entropy) from the predictions of candidate models, use those m…
cs.NE2016★ 62 cited
Adversarial Images for Variational Autoencoders
Pedro Tabacof, Julia Tavares, Eduardo Valle
We investigate adversarial attacks for autoencoders. We propose a procedure that distorts the input image to mislead the autoencoder in reconstructing a completely different target…