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J. High Energ. Phys. (1)

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Frequentist uncertainties on neural density ratios with $w_{i} f_{i}$ ensembles

Sean Benevedes ^* and Jesse Thaler ^†

Center for Theoretical Physics—a Leinweber Institute, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA and The NSF AI Institute for Artificial Intelligence and Fundamental Interactions, Cambridge, Massachusetts, USA

^*Contact author: seanmb@mit.edu
^†Contact author: jthaler@mit.edu

Observable optimization for precision theory: machine learning energy correlators

Arindam Bhattacharya, Katherine Fraser, and Matthew D. Schwartz

J. High Energ. Phys. 2026 151 (2026)

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ISSN 2470-0029 (online), 2470-0010 (print).

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