Effective Lagrangian Morphing
Rahul Balasubramanian, Lydia Brenner, Carsten Burgard, Wouter Verkerke

TL;DR
This paper presents a sophisticated method for constructing multidimensional parametric models of new physics using effective Lagrangians, aiding precise interpretation of LHC measurements within the effective field theory framework.
Contribution
It introduces a state-of-the-art approach for building multidimensional parametric models with effective Lagrangians and provides associated toolkit documentation for the ROOT framework.
Findings
Enhanced modeling of new physics parameters
Integration with ROOT toolkit for practical analysis
Improved accuracy in effective field theory interpretations
Abstract
With the LHC entering the precision era, focus on interpreting the measurements performed in an effective field theory holds key to testing the Standard Model. An effective field theory provides a well-defined theoretical formalism which extends the Standard Model by introduce new terms with free coefficients that can be measured with experimental data. Constructing models parametric in these new coefficients is achieved by virtue of combining predictions from Monte Carlo generators for different interactions. This paper builds upon earlier works and describes a state-of-the-art approach to build multidimensional parametric models for new physics using effective Lagrangians. Documentation and tutorials for an associated toolkit that have been contributed to the ROOT data analysis software framework is included.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsParticle physics theoretical and experimental studies · Distributed and Parallel Computing Systems · Superconducting Materials and Applications
