Jeremiah Birrell

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 15

Top Topics

Kullback Leibler

Statistical Estimation

Top Venues

IEEE Trans. Inf. Theory

SIAM/ASA J. Uncertain. Quantification

SIAM J. Math. Data Sci.

Publications

Jeremiah Birrell
Concentration Inequalities for (f,Ɣ)-GANs. CoRR (2024)
Jeremiah Birrell, Markos A. Katsoulakis, Luc Rey-Bellet, Benjamin J. Zhang, Wei Zhu
Nonlinear denoising score matching for enhanced learning of structured distributions. CoRR (2024)
Jeremiah Birrell, Mohammadreza Ebrahimi
Adversarially Robust Deep Learning with Optimal-Transport-Regularized Divergences. CoRR (2023)
Jeremiah Birrell, Yannis Pantazis, Paul Dupuis, Luc Rey-Bellet, Markos A. Katsoulakis
Function-space regularized Rényi divergences. ICLR (2023)
Jeremiah Birrell, Markos A. Katsoulakis, Yannis Pantazis
Optimizing Variational Representations of Divergences and Accelerating Their Statistical Estimation. IEEE Trans. Inf. Theory 68 (7) (2022)
Jeremiah Birrell, Yannis Pantazis, Paul Dupuis, Markos A. Katsoulakis, Luc Rey-Bellet
Function-space regularized Rényi divergences. CoRR (2022)
Jeremiah Birrell, Paul Dupuis, Markos A. Katsoulakis, Yannis Pantazis, Luc Rey-Bellet
(f, Gamma)-Divergences: Interpolating between f-Divergences and Integral Probability Metrics. J. Mach. Learn. Res. 23 (2022)
Jeremiah Birrell, Markos A. Katsoulakis, Luc Rey-Bellet, Wei Zhu
Structure-preserving GANs. ICML (2022)
Jeremiah Birrell, Markos A. Katsoulakis, Luc Rey-Bellet, Wei Zhu
Structure-preserving GANs. CoRR (2022)
Jeremiah Birrell, Paul Dupuis, Markos A. Katsoulakis, Luc Rey-Bellet, Jie Wang
Variational Representations and Neural Network Estimation of Rényi Divergences. SIAM J. Math. Data Sci. 3 (4) (2021)
Jeremiah Birrell, Paul Dupuis, Markos A. Katsoulakis, Luc Rey-Bellet, Jie Wang
A Variational Formula for Rényi Divergences. CoRR (2020)
Jeremiah Birrell, Luc Rey-Bellet
Uncertainty Quantification for Markov Processes via Variational Principles and Functional Inequalities. SIAM/ASA J. Uncertain. Quantification 8 (2) (2020)
Jeremiah Birrell, Markos A. Katsoulakis, Yannis Pantazis
Optimizing variational representations of divergences and accelerating their statistical estimation. CoRR (2020)
Jeremiah Birrell, Paul Dupuis, Markos A. Katsoulakis, Yannis Pantazis, Luc Rey-Bellet
(f, Γ)-Divergences: Interpolating between f-Divergences and Integral Probability Metrics. CoRR (2020)
Jeremiah Birrell, Markos A. Katsoulakis, Luc Rey-Bellet
Robustness of Dynamical Quantities of Interest via Goal-Oriented Information Theory. CoRR (2019)
Jeremiah Birrell, Jon Wilkening, Johann Rafelski
Boltzmann equation solver adapted to emergent chemical non-equilibrium. J. Comput. Phys. 281 (2015)