activity
20232026
most citedA Physics-Informed Variational Autoencoder for Rapid Galaxy Inference and Anomaly Detection

3 citations · 8 across the 15 of their papers we have counts for

collaborators

15 papers

astro-ph.HE2026

Semi-analytical Light Curve Model for Transients Preceding Binary Mergers. I: Supernova Precursor Emission from Compact Object Companions

Daichi Tsuna, Morgan Macleod, V. Ashley Villar

A binary undergoing dynamically unstable mass transfer could rapidly shrink its orbit and lead to a merger, with the whole process often observable in human timescales. We construc…

astro-ph.SR2026

The Eye of Sauron in SN 2025ngs: a Short-plateau Cousin of SN 1998S with Evidence for a Ring-like Circumstellar Medium

Conor L. Ransome, David J. Sand, K. Azalee Bostroem +35

Interacting supernovae probe the twilight years of massive stars, exhibiting signatures of interaction between the supernova ejecta and surrounding material expelled from the proge…

astro-ph.HE2026

UV and Optical Signatures of Late-time Disk Instabilities in Tidal Disruption Events

Daichi Tsuna, V. Ashley Villar, Anthony L. Piro +1

Tidal disruption events (TDEs) are unique probes of evolving accretion in supermassive black holes. Recent models of TDE disks show that they undergo brief thermal instabilities wi…

astro-ph.SR2026

The Landscape of Unstable Mass Transfer in Interacting Binaries and Its Imprint on the Population of Luminous Red Novae

Angela A. G. Twum, Alejandro Vigna-Gómez, Morgan MacLeod +4

A common-envelope (CE) phase occurs when a star engulfs its companion and is widely considered the primary channel for producing Luminous Red Novae (LRNe). In this study, we combin…

astro-ph.IM2025

Minuet: A Diffusion Autoencoder for Compact Semantic Compression of Multi-Band Galaxy Images

Alexander T. Gagliano, Yunyi Shen, V. A. Villar

The Vera C. Rubin Observatory is slated to observe nearly 20 billion galaxies during its decade-long Legacy Survey of Space and Time. The rich imaging data it collects will be an i…

astro-ph.HE2025

Characterizing Supernova Host Galaxies with FrankenBlast: A Scalable Tool for Transient Host Galaxy Association, Photometry, and Stellar Population Modeling

Anya E. Nugent, V. Ashley Villar, Alex Gagliano +5

We present FrankenBlast, a customized and improved version of the Blast web application. FrankenBlast associates transients to their host galaxies, performs host photometry, and ru…

astro-ph.IM2025

reLAISS: A Python Package for Flexible Similarity Searches of Supernovae and Their Host Galaxies

E. Reynolds, A. Gagliano, V. A. Villar

Discovery rates of supernovae are expected to surpass one million events annually with the Vera C. Rubin Observatory. With unprecedented sample sizes of both common and rare transi…

cs.LG2025

Causal Foundation Models: Disentangling Physics from Instrument Properties

Jeroen Audenaert, Daniel Muthukrishna, Paul F. Gregory +2

Foundation models for structured time series data must contend with a fundamental challenge: observations often conflate the true underlying physical phenomena with systematic dist…

astro-ph.HE2025

Enabling Early Transient Discovery in LSST via Difference Imaging with DECam

Yize Dong, Kaylee de Soto, V. Ashley Villar +58

We present SLIDE, a pipeline that enables transient discovery in data from the Vera C. Rubin Observatory's Legacy Survey of Space and Time (LSST), using archival images from the Da…

astro-ph.HE2025★ 1 cited

SPLASH: A Rapid Host-Based Supernova Classifier for Wide-Field Time-Domain Surveys

Adam Boesky, V. Ashley Villar, Alexander Gagliano +1

The upcoming Legacy Survey of Space and Time (LSST) conducted by the Vera C. Rubin Observatory will detect millions of supernovae (SNe) and generate millions of nightly alerts, far…

astro-ph.IM2025

A Poisson Process AutoDecoder for X-ray Sources

Yanke Song, Victoria Ashley Villar, Juan Rafael Martinez-Galarza +1

X-ray observing facilities, such as the Chandra X-ray Observatory and the eROSITA, have detected millions of astronomical sources associated with high-energy phenomena. The arrival…

astro-ph.IM2024★ 1 cited

Off-axis Hartmann wavefront sensing for the GMT-Consortium Large Earth Finder (G-CLEF) red camera optics

Matthew C. H. Leung, Colby A. Jurgenson, Andrew Szentgyorgyi +10

The Hartmann test is a method used to measure the wavefront error in a focal optical system, wherein a mask with a pattern of small holes is placed at the system's aperture stop. B…

astro-ph.IM2023★ 3 cited

A Physics-Informed Variational Autoencoder for Rapid Galaxy Inference and Anomaly Detection

Alexander Gagliano, V. Ashley Villar

The Vera C. Rubin Observatory is slated to observe nearly 20 billion galaxies during its decade-long Legacy Survey of Space and Time. The rich imaging data it collects will be an i…

astro-ph.IM2023★ 1 cited

Hierarchical Cross-entropy Loss for Classification of Astrophysical Transients

V. Ashley Villar, Kaylee de Soto, Alex Gagliano

Astrophysical transient phenomena are traditionally classified spectroscopically in a hierarchical taxonomy; however, this graph structure is currently not utilized in neural net-b…

astro-ph.IM2023★ 2 cited

Constructing Impactful Machine Learning Research for Astronomy: Best Practices for Researchers and Reviewers

D. Huppenkothen, M. Ntampaka, M. Ho +19

Machine learning has rapidly become a tool of choice for the astronomical community. It is being applied across a wide range of wavelengths and problems, from the classification of…