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06/20/2023
Individual Treatment Effects in Extreme Regimes
Understanding individual treatment effects in extreme regimes is importa...
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06/01/2023
Inference and Sampling of Point Processes from Diffusion Excursions
Point processes often have a natural interpretation with respect to a co...
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05/27/2022
Inference and Sampling for Archimax Copulas
Understanding multivariate dependencies in both the bulk and the tails o...
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11/25/2021
Characteristic Neural Ordinary Differential Equations
We propose Characteristic Neural Ordinary Differential Equations (C-NODE...
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02/22/2021
Generative Archimedean Copulas
We propose a new generative modeling technique for learning multidimensi...
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02/17/2021
Deep Extreme Value Copulas for Estimation and Sampling
We propose a new method for modeling the distribution function of high d...
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07/12/2020
Fisher Auto-Encoders
It has been conjectured that the Fisher divergence is more robust to mod...
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07/12/2020
Learning latent stochastic differential equations with variational auto-encoders
We present a method for learning latent stochastic differential equation...
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10/22/2019
Learning Partial Differential Equations from Data Using Neural Networks
We develop a framework for estimating unknown partial differential equat...
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05/04/2017