Introduction to Symbolic Regression in the Physical Sciences

(2025)

Authors:

Deaglan J Bartlett, Harry Desmond, Pedro G Ferreira, Gabriel Kronberger

Normal or transitional? The evolution and properties of two type Ia supernovae in the Virgo cluster

Astronomy & Astrophysics EDP Sciences (2025)

Authors:

L Izzo, C Gall, N Khetan, N Earl, J Hjorth, WB Hoogendam, YQ Ni, A Sedgewick, SM Ward, Y Zenati, K Auchettl, S Bhattacharjee, S Benetti, M Branchesi, E Cappellaro, A Catapano, KC Chambers, DA Coulter, KW Davis, M Della Valle, S Dhawan, T de Boer, G Dimitriadis, RJ Foley, M Fulton, H Gao, WJ Hon, MEDO Huber Jones, CD Kilpatrick, C Lin, TB Lowe, EA Magnier, KS Mandel, R Margutti, GP Narayan Ochner, YC Pan, A Reguitti, C Rojas-Bravo, M Siebert, SJ Smartt, KW Smith, S Srivastav, J Swift, K Taggart, G Terreran, S Thorp, L Tomasella, RJ Wainscoat

Abstract:

Type Ia supernovae (SNe Ia) are among the most precise cosmological distance indicators used to study the expansion history of the Universe. The vast increase in SN Ia data due to large-scale astrophysical surveys has led to the discovery of a wide variety of SN Ia sub-classes, such as transitional and fast-declining SNe Ia. However, their distinct photometric and spectroscopic properties differentiate them from the population of normal SNe Ia such that their use as cosmological tools remains challenged. Here, we present a high-cadenced photometric and spectroscopic dataset of two SNe Ia, SNe 2020ue and 2020nlb, which were discovered in the nearby Virgo cluster of galaxies. Our study shows that SN 2020nlb is a normal SN Ia whose unusually red colour is intrinsic, arising from a lower photospheric temperature rather than interstellar reddening, providing clear evidence that colour diversity among normal SNe Ia can have a physical origin. In contrast, SN 2020ue has photometric properties, such as colour evolution and light curve decay rate, similar to those of transitional SNe. It is hence more spectroscopically aligned with normal SNe Ia. This is evident from spectroscopic indicators such as the pseudo-equivalent width of lines. Thus, such SNe Ia, which lie photometrically at the edge of the standard normal SNe Ia range, may be missed in cosmological SNe Ia samples. Our results highlight that a spectroscopic analysis of SNe Ia around peak brightness is crucial for identifying intrinsic colour variations and constructing a more complete and physically homogeneous SN Ia sample for precision cosmology. Si II

Strong Bars, Strong Inflow: The Effect of Bar Strength on Gas Inflow

Research Notes of the American Astronomical Society IOP Publishing 9:12 (2025) 341

Authors:

Maëlle Magnan, Tobias Géron, Izzy L Garland, Chris J Lintott, Jason Shingirai Makechemu, David O’Ryan, Brooke D Simmons, Rebecca J Smethurst

Abstract:

Stellar bars are elongated structures in disk galaxies that can torque and funnel gas inward, influencing galaxy evolution. While strong bars are known to induce rapid inflow, the impact of weaker bars remains less certain. We collected spectroscopic data using the Isaac Newton Telescope to analyze 18 nearby galaxies (strongly barred, weakly barred, and unbarred) drawn from Galaxy Zoo DESI. We obtained spatial profiles of equivalent width (EW) and ionized gas velocity dispersion by fitting Gaussian profiles to the Hα emission line. Strongly barred galaxies exhibit a distinctive three-peaked EW[Hα] structure, consistent with inward funneling of gas. Weakly barred systems lack this pattern, which suggests limited inflow. Velocity dispersion distributions further distinguish the bar types, with strongly barred galaxies showing significantly higher values than weakly barred and unbarred systems. These results suggest that strong bars drive gas inflow, while weak bars exert a limited dynamical influence.

Deblending the MIGHTEE-COSMOS survey with XID+: The resolved radio source counts to $S_{1.4}\approx 5μ$Jy

ArXiv 2512.0929 (2025)

Authors:

Eliab D Malefahlo, Matt J Jarvis, Mario G Santos, Catherine Cress, Daniel JB Smith, Catherine Hale, José Afonso, Imogen H Whittam, Mattia Vaccari, Ian Heywood, Shuowen Jin, Fangxia An

SN 2022ngb: A faint, slowly evolving Type IIb supernova with a low-mass envelope

ArXiv 2512.09384 (2025)

Authors:

J-W Zhao, S Benetti, Y-Z Cai, A Pastorello, N Elias-Rosa, A Reguitti, G Valerin, Z-Y Wang, E Cappellaro, G-F Feng, A Fiore, B Fitzpatrick, M Fraser, J Isern, E Kankare, T Kravtsov, B Kumar, P Lundqvist, K Matilainen, S Mattila, PA Mazzali, S Moran, P Ochner, Z-H Peng, TM Reynolds, I Salmaso, S Srivastav, MD Stritzinger, S Taubenberger, L Tomasella, J Vinkó, JC Wheeler, S Williams, S-P Pei, Y-J Yang, X-K Liu, X-W Liu, Y-P Yang