164 citations · 932 across the 24 of their papers we have counts for
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stat.ME2021★ 45 cited
Geometric variational inference
Philipp Frank, Reimar Leike, Torsten A. Enßlin
Efficiently accessing the information contained in non-linear and high dimensional probability distributions remains a core challenge in modern statistics. Traditionally, estimator…
stat.ME2017★ 5 cited
Towards information optimal simulation of partial differential equations
Reimar H. Leike, Torsten A. Enßlin
Most simulation schemes for partial differential equations (PDEs) focus on minimizing a simple error norm of a discretized version of a field. This paper takes a fundamentally diff…
stat.ME2016★ 5 cited
Operator Calculus for Information Field Theory
Reimar H. Leike, Torsten A. Enßlin
Signal inference problems with non-Gaussian posteriors can be hard to tackle. Through using the concept of Gibbs free energy these posteriors are rephrased as Gaussian posteriors f…