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2020 – today
- 2024
[i18]Ziyu Chen, Hyemin Gu, Markos A. Katsoulakis, Luc Rey-Bellet, Wei Zhu:
Learning heavy-tailed distributions with Wasserstein-proximal-regularized α-divergences. CoRR abs/2405.13962 (2024)- [i17]Jeremiah Birrell, Markos A. Katsoulakis, Luc Rey-Bellet, Benjamin J. Zhang, Wei Zhu:
Nonlinear denoising score matching for enhanced learning of structured distributions. CoRR abs/2405.15625 (2024) - [i16]Hyemin Gu, Markos A. Katsoulakis, Luc Rey-Bellet, Benjamin J. Zhang:
Combining Wasserstein-1 and Wasserstein-2 proximals: robust manifold learning via well-posed generative flows. CoRR abs/2407.11901 (2024) - 2023
- [c3]Jeremiah Birrell
, Yannis Pantazis, Paul Dupuis, Luc Rey-Bellet, Markos A. Katsoulakis:
Function-space regularized Rényi divergences. ICLR 2023 - [c2]Ziyu Chen, Markos A. Katsoulakis, Luc Rey-Bellet, Wei Zhu:
Sample Complexity of Probability Divergences under Group Symmetry. ICML 2023: 4713-4734 - [i15]Ziyu Chen, Markos A. Katsoulakis, Luc Rey-Bellet, Wei Zhu:
Statistical Guarantees of Group-Invariant GANs. CoRR abs/2305.13517 (2023) - 2022
- [j13]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) - [j12]Panagiota Birmpa, Jinchao Feng, Markos A. Katsoulakis, Luc Rey-Bellet:
Model Uncertainty and Correctability for Directed Graphical Models. SIAM/ASA J. Uncertain. Quantification 10(4): 1461-1512 (2022) - [c1]Jeremiah Birrell, Markos A. Katsoulakis, Luc Rey-Bellet, Wei Zhu:
Structure-preserving GANs. ICML 2022: 1982-2020 - [i14]Jeremiah Birrell, Markos A. Katsoulakis, Luc Rey-Bellet, Wei Zhu:
Structure-preserving GANs. CoRR abs/2202.01129 (2022) - [i13]Jeremiah Birrell, Yannis Pantazis, Paul Dupuis, Markos A. Katsoulakis, Luc Rey-Bellet:
Function-space regularized Rényi divergences. CoRR abs/2210.04974 (2022) - [i12]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) - 2021
- [j11]Sung-Ha Hwang, Luc Rey-Bellet:
Positive feedback in coordination games: Stochastic evolutionary dynamics and the logit choice rule. Games Econ. Behav. 126: 355-373 (2021) - [j10]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): 1093-1116 (2021) - [i11]Panagiota Birmpa, Jinchao Feng, Markos A. Katsoulakis, Luc Rey-Bellet:
Model Uncertainty and Correctability for Directed Graphical Models. CoRR abs/2107.08179 (2021) - 2020
- [j9]Sung-Ha Hwang, Luc Rey-Bellet:
Strategic decompositions of normal form games: Zero-sum games and potential games. Games Econ. Behav. 122: 370-390 (2020) - [j8]Jeremiah Birrell, Luc Rey-Bellet:
Uncertainty Quantification for Markov Processes via Variational Principles and Functional Inequalities. SIAM/ASA J. Uncertain. Quantification 8(2): 539-572 (2020) - [j7]Konstantinos Gourgoulias, Markos A. Katsoulakis, Luc Rey-Bellet, Jie Wang:
How Biased Is Your Model? Concentration Inequalities, Information and Model Bias. IEEE Trans. Inf. Theory 66(5): 3079-3097 (2020) - [i10]Jeremiah Birrell, Paul Dupuis, Markos A. Katsoulakis, Luc Rey-Bellet, Jie Wang:
A Variational Formula for Rényi Divergences. CoRR abs/2007.03814 (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)
2010 – 2019
- 2019
- [i8]Jeremiah Birrell, Markos A. Katsoulakis, Luc Rey-Bellet:
Robustness of Dynamical Quantities of Interest via Goal-Oriented Information Theory. CoRR abs/1906.09282 (2019) - 2017
- [j6]Konstantinos Gourgoulias, Markos A. Katsoulakis, Luc Rey-Bellet:
Information criteria for quantifying loss of reversibility in parallelized KMC. J. Comput. Phys. 328: 438-454 (2017) - [j5]Markos A. Katsoulakis, Luc Rey-Bellet, Jie Wang:
Scalable information inequalities for uncertainty quantification. J. Comput. Phys. 336: 513-545 (2017) - [i7]Sung-Ha Hwang, Luc Rey-Bellet:
Positive feedback in coordination games: stochastic evolutionary dynamics and the logit choice rule. CoRR abs/1701.04870 (2017) - [i6]Konstantinos Gourgoulias, Markos A. Katsoulakis, Luc Rey-Bellet, Jie Wang:
How biased is your model? Concentration Inequalities, Information and Model Bias. CoRR abs/1706.10260 (2017) - 2016
- [j4]Konstantinos Gourgoulias, Markos A. Katsoulakis, Luc Rey-Bellet:
Information Metrics For Long-Time Errors in Splitting Schemes For Stochastic Dynamics and Parallel Kinetic Monte Carlo. SIAM J. Sci. Comput. 38(6) (2016) - [i5]Sung-Ha Hwang, Luc Rey-Bellet:
Simple Characterizations of Potential Games and Zero-sum Games. CoRR abs/1602.04410 (2016) - [i4]Sung-Ha Hwang, Luc Rey-Bellet:
Strategic Decompositions of Normal Form Games: Zero-sum Games and Potential Games. CoRR abs/1602.06648 (2016) - [i3]Konstantinos Gourgoulias, Markos A. Katsoulakis, Luc Rey-Bellet:
Information Criteria for quantifying loss of reversibility in parallelized KMC. CoRR abs/1605.02375 (2016) - [i2]Markos A. Katsoulakis, Luc Rey-Bellet, Jie Wang:
Scalable Information Inequalities for Uncertainty Quantification. CoRR abs/1605.04184 (2016) - 2014
- [j3]Markos A. Katsoulakis, Petr Plechác, Luc Rey-Bellet, Dimitrios K. Tsagkarogiannis:
Coarse-graining schemes for stochastic lattice systems with short and long-range interactions. Math. Comput. 83(288): 1757-1793 (2014) - 2011
- [i1]Sung-Ha Hwang, Luc Rey-Bellet:
Decompositions of two player games: potential, zero-sum, and stable games. CoRR abs/1106.3552 (2011)
2000 – 2009
- 2008
- [j2]Markos A. Katsoulakis, Petr Plechác, Luc Rey-Bellet:
Numerical and Statistical Methods for the Coarse-Graining of Many-Particle Stochastic Systems. J. Sci. Comput. 37(1): 43-71 (2008) - [j1]Sasanka Are, Markos A. Katsoulakis, Petr Plechác, Luc Rey-Bellet:
Multibody Interactions in Coarse-Graining Schemes for Extended Systems. SIAM J. Sci. Comput. 31(2): 987-1015 (2008)
Coauthor Index
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