2025/03/28 by Rikab Gambhir, Gambhir, Rikab · 2 voices
Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #Dark Matter and Cosmic Phenomena #Particle physics theoretical and experimental studies #hep-ph
paper · pdf · doi:10.48550/arxiv.2503.22790
openalex publication_date 2025/03/28 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/28
In this new era of large data, it is important to make sure we do not miss any signs of new physics. Using the publicly-available open data collected by the arXiv.org experiment in the hep-ph channel, corresponding to a raw total integrated Literature of 65,276 papers, we perform a search for ``New Physics'' and related signals. In the worst-case, we are able to detect ``New Physics'' with ``the LHC'' at a significance level of at least 6.5σ. This ``New Physics'' signature is primarily ``Dark'' in nature, and is potentially axion(-like) dark matter. We also show the potential for further improvement in the future, and that ``New Physics'' can be found with ``a Future Collider'' at at least 8.9σ, as well as the potential to find ``New Physics'' without any collider at all. This search is performed using code that was 80% written by Machine Learning methods.