Exploring the Discovery Reach for a 95 GeV Scalar in Future $e^+e^-$ Collisions

TL;DR

This paper evaluates the potential to discover a 95 GeV scalar particle at future electron-positron colliders, using advanced analysis techniques to optimize detection sensitivity based on previous hints from LEP, CMS, and ATLAS.

Contribution

It introduces a detailed study of the discovery prospects for a 95 GeV scalar at future colliders, employing neural networks and recoil-mass methods for improved signal detection.

Findings

A 95 GeV scalar can be observed with 5σ significance at future colliders.

Deep neural networks enhance signal-background discrimination.

Discovery is feasible with 5 ab$^{-1}$ luminosity at 250 GeV or 200 GeV.

Abstract

The observed indications for a new scalar resonance with a mass around 95\,GeV, initially reported by LEP and supported by CMS and ATLAS in di-photon, $\tau \tau$, and $W^+ W^-$ channels, motivate exploring its discovery potential at future electron-positron colliders. This study focuses on the production of the new scalar ($S$) via $e^+ e^- \rightarrow ZS $ with $Z \rightarrow \mu^+ \mu^- $ and $S \rightarrow b \bar{b}$ and optimizes the signal recognition using the recoil-mass method. By employing deep neural networks for signal-background discrimination, we demonstrate that a 95\,GeV scalar, mixing with the Standard Model Higgs by an angle of $\sim$0.1, can be observed with a 5$\sigma$ significance at $\sqrt{s}$ = 250\,GeV or 200\,GeV with 5~ab$^{-1}$ of integrated luminosity.