2.9k citations · 12k across the 144 of their papers we have counts for
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cs.CL2014
Semantics, Modelling, and the Problem of Representation of Meaning -- a Brief Survey of Recent Literature
Yarin Gal
Over the past 50 years many have debated what representation should be used to capture the meaning of natural language utterances. Recently new needs of such representations have b…
stat.ML2014★ 6 cited
Variational Inference in Sparse Gaussian Process Regression and Latent Variable Models - a Gentle Tutorial
Yarin Gal, Mark van der Wilk
In this tutorial we explain the inference procedures developed for the sparse Gaussian process (GP) regression and Gaussian process latent variable model (GPLVM). Due to page limit…
stat.ML2014★ 70 cited
Distributed Variational Inference in Sparse Gaussian Process Regression and Latent Variable Models
Yarin Gal, Mark van der Wilk, Carl E. Rasmussen
Gaussian processes (GPs) are a powerful tool for probabilistic inference over functions. They have been applied to both regression and non-linear dimensionality reduction, and offe…