Towards NNFF2.0

6 May 2026, 12:30
20m
Sala IMPERIALE A, First Floor (Hotel Carlton)

Sala IMPERIALE A, First Floor

Hotel Carlton

Talk WG1 Structure Functions and Parton Densities WG1 Structure functions and parton densities

Speaker

Tanishq Sharma (Michigan State University)

Description

I present the current status of the NNFF2.0 project, aimed at a next-generation determination of fragmentation functions within the NNPDF framework. The analysis incorporates recent NNLO calculations for inclusive hadron production in deep-inelastic scattering and hadron–hadron collisions, and exploits exact NNLO theory predictions rather than K-factor approximations. On the methodological side, the fit is performed using an optimized neural-network architecture determined through a systematic hyperparameter scan. I discuss the associated software developments, including an improved interpolation-grid infrastructure and a new tool for the efficient computation of theory predictions required in the fit. Using existing FF sets as benchmarks, I assess the phenomenological impact of these theoretical and methodological improvements and outline their implications for the forthcoming NNFF2.0 release.

Speaker confirmation Yes

Author

Tanishq Sharma (Michigan State University)

Presentation materials