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Markos A. Katsoulakis
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Publications
- 2023
- [j30]Yannis Pantazis, Dipjyoti Paul, Michail Fasoulakis, Yannis Stylianou, Markos A. Katsoulakis:
Cumulant GAN. IEEE Trans. Neural Networks Learn. Syst. 34(11): 9439-9450 (2023) - [c4]Jeremiah Birrell, Yannis Pantazis, Paul Dupuis, Luc Rey-Bellet, Markos A. Katsoulakis:
Function-space regularized Rényi divergences. ICLR 2023 - 2022
- [j29]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: 39:1-39:70 (2022) - [j27]Jeremiah Birrell, Markos A. Katsoulakis, Yannis Pantazis:
Optimizing Variational Representations of Divergences and Accelerating Their Statistical Estimation. IEEE Trans. Inf. Theory 68(7): 4553-4572 (2022) - [i18]Jeremiah Birrell, Yannis Pantazis, Paul Dupuis, Markos A. Katsoulakis, Luc Rey-Bellet:
Function-space regularized Rényi divergences. CoRR abs/2210.04974 (2022) - [i17]Hyemin Gu, Panagiota Birmpa, Yannis Pantazis, Luc Rey-Bellet, Markos A. Katsoulakis:
Lipschitz regularized gradient flows and latent generative particles. CoRR abs/2210.17230 (2022) - 2020
- [i15]Yannis Pantazis, Dipjyoti Paul, Michail Fasoulakis, Yannis Stylianou, Markos A. Katsoulakis:
Cumulant GAN. CoRR abs/2006.06625 (2020) - [i14]Jeremiah Birrell, Markos A. Katsoulakis, Yannis Pantazis:
Optimizing variational representations of divergences and accelerating their statistical estimation. CoRR abs/2006.08781 (2020) - [i9]Jeremiah Birrell, Paul Dupuis, Markos A. Katsoulakis, Yannis Pantazis, Luc Rey-Bellet:
(f, Γ)-Divergences: Interpolating between f-Divergences and Integral Probability Metrics. CoRR abs/2011.05953 (2020) - 2016
- [j14]Paul Dupuis, Markos A. Katsoulakis, Yannis Pantazis, Petr Plechác:
Path-Space Information Bounds for Uncertainty Quantification and Sensitivity Analysis of Stochastic Dynamics. SIAM/ASA J. Uncertain. Quantification 4(1): 80-111 (2016) - 2014
- [i3]Anastasios Tsourtis, Yannis Pantazis, Markos A. Katsoulakis, Vagelis Harmandaris:
Parametric Sensitivity Analysis for Stochastic Molecular Systems using Information Theoretic Metrics. CoRR abs/1412.6482 (2014) - 2013
- [j9]Yannis Pantazis, Markos A. Katsoulakis, Dionisios G. Vlachos:
Parametric sensitivity analysis for biochemical reaction networks based on pathwise information theory. BMC Bioinform. 14: 311 (2013) - [i2]Yannis Pantazis, Markos A. Katsoulakis, Dionisios G. Vlachos:
Parametric Sensitivity Analysis for Biochemical Reaction Networks based on Pathwise Information Theory. CoRR abs/1304.3962 (2013)
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