Evaluation of Population Initialization Methods for Genetic Programming-based Symbolic Regression
(2026)
CMBolic: Symbolic emulators for the Cosmic Microwave Background. I. Lensing
(2026)
Guiding Multi-Objective Genetic Programming with Description Length Improves Symbolic Regression Solutions
(2026)
Scalar fields around black hole binaries in LIGO-Virgo-KAGRA
Physical Review Letters American Physical Society 136:19 (2026) 191402
Abstract:
Light scalar particles arise naturally in many extensions of the standard model and are compelling dark-matter candidates. Gravitational interactions near black holes can trigger the growth of dense scalar configurations that, if sustained during inspiral, alter binary dynamics and imprint signatures on gravitational-wave signals. Detecting such effects would provide a novel probe of fundamental physics and dark matter. Here, we develop a semianalytic waveform model for binaries in scalar environments, validate it against numerical relativity simulations, and apply it in a Bayesian analysis of the LIGO-Virgo-KAGRA catalog. We obtain physically meaningful upper limits on scalar densities around most compact binaries. For GW190728 and GW190814, vacuum lies outside the 95% credible region. When including superradiance priors, GW190728 shows tentative evidence for a scalar environment with a Bayes factor of \(\ln \mathcal{B}_{\text{env}}^{\text{vac}} \approx 3.5\), consistent with a light scalar of mass ∼10-12 â¶Ä‰e³Õ.The functional form of galaxy and halo luminosity and mass functions
(2026)