2.9k citations · 12k across the 144 of their papers we have counts for
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stat.ML2017★ 14 cited
Vprop: Variational Inference using RMSprop
Mohammad Emtiyaz Khan, Zuozhu Liu, Voot Tangkaratt +1
Many computationally-efficient methods for Bayesian deep learning rely on continuous optimization algorithms, but the implementation of these methods requires significant changes t…
stat.ML2017★ 79 cited
Real Time Image Saliency for Black Box Classifiers
Piotr Dabkowski, Yarin Gal
In this work we develop a fast saliency detection method that can be applied to any differentiable image classifier. We train a masking model to manipulate the scores of the classi…
stat.ML2017★ 18 cited
Concrete Dropout
Yarin Gal, Jiri Hron, Alex Kendall
Dropout is used as a practical tool to obtain uncertainty estimates in large vision models and reinforcement learning (RL) tasks. But to obtain well-calibrated uncertainty estimate…