Brief Ideas for the Data Science at LHC Workshop 2015
The Data Science @ LHC workshop was a resounding success. We do not plan to have traditional proceedings tied to individual talks, but we do want to capture the ideas that were generated during the workshop. With that in mind, we want to try... continue reading
Create standalone simulation tools to facilitate collaboration between HEP and machine learning community
Discussions at recent workshops have made it clear that one of the key barriers to collaboration between high energy physics and the machine learning community is access to training data. Recent successes in data sharing through the... continue reading
Unifying generative models and exact likelihood-free inference with conditional bijections
Recent work in density estimation uses a bijection $f : X \to Z$ (e.g. an invertible flow or autoregressive model) and a tractable density $p(z)$ (e.g. ... continue reading
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