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09/12/2023
Flows for Flows: Morphing one Dataset into another with Maximum Likelihood Estimation
Many components of data analysis in high energy physics and beyond requi...
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05/08/2023
CURTAINs Flows For Flows: Constructing Unobserved Regions with Maximum Likelihood Estimation
Model independent techniques for constructing background data templates ...
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11/04/2022
Flows for Flows: Training Normalizing Flows Between Arbitrary Distributions with Maximum Likelihood Estimation
Normalizing flows are constructed from a base distribution with a known ...
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11/04/2022
Decorrelation with conditional normalizing flows
The sensitivity of many physics analyses can be enhanced by constructing...
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05/30/2022
Flowification: Everything is a Normalizing Flow
We develop a method that can be used to turn any multi-layer perceptron ...
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12/15/2021
Funnels: Exact maximum likelihood with dimensionality reduction
Normalizing flows are diffeomorphic, typically dimension-preserving, mod...
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10/08/2021