Representation Learning for Time-Domain High-Energy Astrophysics: Discovery of Extragalactic Fast X-ray Transient XRT 200515. - Steven Dillmann; Rafael Martínez-Galarza; Roberto Soria; Rosanne Di Stefano; Vinay L. Kashyap (CoRR, 2024)

A Poisson Process AutoDecoder for X-ray Sources. - Yanke Song; Victoria Ashley Villar; Juan Rafael Martínez-Galarza; Steven Dillmann (CoRR, 2025)

Building Machine Learning Challenges for Anomaly Detection in Science. - Elizabeth G. Campolongo; Yuan-Tang Chou; Ekaterina Govorkova; Wahid Bhimji; Wei-Lun Chao; Chris Harris; Shih-Chieh Hsu; Hilmar Lapp; Mark S. Neubauer; Josephine M. Namayanja; Aneesh Subramanian; Philip C. Harris; et al. (CoRR, 2025)

Learning Representations of Event Time Series with Sparse Autoencoders for Anomaly Detection, Similarity Search, and Unsupervised Classification. - Steven Dillmann; Juan Rafael Martínez-Galarza (CoRR, 2025)