Search Results for author: Ramon Winterhalder

Found 2 papers, 2 papers with code

ELSA -- Enhanced latent spaces for improved collider simulations

1 code implementation12 May 2023 Benjamin Nachman, Ramon Winterhalder

We explore various approaches for enhancing the precision of simulations using machine learning, including interventions at the end of the simulation chain (reweighting), at the beginning of the simulation chain (pre-processing), and connections between the end and beginning (latent space refinement).

Latent Space Refinement for Deep Generative Models

1 code implementation1 Jun 2021 Ramon Winterhalder, Marco Bellagente, Benjamin Nachman

Deep generative models are becoming widely used across science and industry for a variety of purposes.

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