154 citations · 448 across the 14 of their papers we have counts for
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stat.ML2018★ 18 cited
Caveats for information bottleneck in deterministic scenarios
Artemy Kolchinsky, Brendan D. Tracey, Steven Van Kuyk
Information bottleneck (IB) is a method for extracting information from one random variable that is relevant for predicting another random variable . To do so, IB identifies…
stat.ML2018★ 28 cited
Upgrading from Gaussian Processes to Student's-T Processes
Brendan D. Tracey, David H. Wolpert
Gaussian process priors are commonly used in aerospace design for performing Bayesian optimization. Nonetheless, Gaussian processes suffer two significant drawbacks: outliers are a…