924 citations · 1.8k across the 26 of their papers we have counts for
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cs.LG2018★ 62 cited
Uncertainty in the Variational Information Bottleneck
Alexander A. Alemi, Ian Fischer, Joshua V. Dillon
We present a simple case study, demonstrating that Variational Information Bottleneck (VIB) can improve a network's classification calibration as well as its ability to detect out-…
stat.CO2018★ 1 cited
Quadrature Compound: An approximating family of distributions
Josh Dillon, Ian Langmore
Compound distributions allow construction of a rich set of distributions. Typically they involve an intractable integral. Here we use a quadrature approximation to that integral to…