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06/04/2019
Effective LHC measurements with matrix elements and machine learning
One major challenge for the legacy measurements at the LHC is that the l...
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08/02/2018
Likelihood-free inference with an improved cross-entropy estimator
We extend recent work (Brehmer, et. al., 2018) that use neural networks ...
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05/30/2018
Mining gold from implicit models to improve likelihood-free inference
Simulators often provide the best description of real-world phenomena; h...
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05/23/2018
Working Memory Networks: Augmenting Memory Networks with a Relational Reasoning Module
During the last years, there has been a lot of interest in achieving som...
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04/30/2018
A Guide to Constraining Effective Field Theories with Machine Learning
We develop, discuss, and compare several inference techniques to constra...
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04/30/2018
Constraining Effective Field Theories with Machine Learning
We present powerful new analysis techniques to constrain effective field...
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06/06/2015