Jeremiah Birrell

activity

20112026

most citedRelic Neutrino Freeze-out: Dependence on Natural Constants

47 citations · 272 across the 43 of their papers we have counts for

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Showing 2020 · stat.MLShow all

2 papers · 2 filters

stat.ML2020★ 7 cited

$(f, Γ)$ -Divergences: Interpolating between $f$ -Divergences and Integral Probability Metrics

Jeremiah Birrell, Paul Dupuis, Markos A. Katsoulakis +2

We develop a rigorous and general framework for constructing information-theoretic divergences that subsume both $f$ -divergences and integral probability metrics (IPMs), such as th…

stat.ML2020★ 3 cited

Variational Representations and Neural Network Estimation of Rényi Divergences

Jeremiah Birrell, Paul Dupuis, Markos A. Katsoulakis +2

We derive a new variational formula for the Rényi family of divergences, $R_{α} (Q ∥ P)$ , between probability measures $Q$ and $P$ . Our result generalizes the classical Donsker-Varadha…

(f,Γ)-Divergences: Interpolating between f-Divergences and Integral Probability Metrics

Variational Representations and Neural Network Estimation of Rényi Divergences

$(f, Γ)$ -Divergences: Interpolating between $f$ -Divergences and Integral Probability Metrics