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05/22/2023
Squared Neural Families: A New Class of Tractable Density Models
Flexible models for probability distributions are an essential ingredien...
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12/09/2022
Doubly Robust Kernel Statistics for Testing Distributional Treatment Effects Even Under One Sided Overlap
As causal inference becomes more widespread the importance of having goo...
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05/26/2022
Explaining Preferences with Shapley Values
While preference modelling is becoming one of the pillars of machine lea...
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03/26/2021
Time-to-event regression using partially monotonic neural networks
We propose a novel method, termed SuMo-net, that uses partially monotoni...
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06/10/2019
Nonparametric Independence Testing for Right-Censored Data using Optimal Transport
We propose a nonparametric test of independence, termed OPT-HSIC, betwee...
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07/06/2018
