Cover Image

Transfer Learning for Transient Classification: From Simulations to Real Data and ZTF to LSST

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Gupta, Rithwik, Muthukrishna, Daniel, Rehemtulla, Nabeel, Shah, Ved
Format:	Preprint
Published:	2025
Subjects:	Instrumentation and Methods for Astrophysics High Energy Astrophysical Phenomena Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A Classifier-Based Approach to Multi-Class Anomaly Detection for Astronomical Transients
by: Gupta, Rithwik, et al.
Published: (2024)

Simulation-Based Pretraining and Domain Adaptation for Astronomical Time Series with Minimal Labeled Data
by: Gupta, Rithwik, et al.
Published: (2025)

A Classifier-Based Approach to Multi-Class Anomaly Detection Applied to Astronomical Time-Series
by: Gupta, Rithwik, et al.
Published: (2024)

ORACLE: A Real-Time, Hierarchical, Deep-Learning Photometric Classifier for the LSST
by: Shah, Ved G., et al.
Published: (2025)

Transient Classifiers for Fink: Benchmarks for LSST
by: Fraga, B. M. O., et al.
Published: (2024)

Enabling Early Transient Discovery in LSST via Difference Imaging with DECam
by: Dong, Yize, et al.
Published: (2025)

The automation of optical transient discovery and classification in Rubin-era time-domain astronomy
by: Rehemtulla, Nabeel, et al.
Published: (2025)

Anomaly Detection and Approximate Similarity Searches of Transients in Real-time Data Streams
by: Aleo, P. D., et al.
Published: (2024)

Anomaly Hunter for Alerts (AHA): Anomaly Detection in the ZTF Transient Alert Stream
by: Iskandarli, Leyla, et al.
Published: (2026)

Physical Properties of Type II Supernovae Inferred from ZTF and ATLAS Photometric Data
by: Silva-Farfán, Javier, et al.
Published: (2024)

Search for Astrophysical Transients on Limiting Time Scales and Their Classification Based on INTEGRAL Data
by: Mozgunov, G. Yu., et al.
Published: (2025)

A Photometric Classifier for Tidal Disruption Events in Rubin LSST
by: Bhardwaj, Kunal, et al.
Published: (2025)

Attention-Based Preprocessing Framework for Improving Rare Transient Classification
by: Sheng, Xinyue, et al.
Published: (2025)

TransientVerse: A Comprehensive Real-Time Alert and Multi-Wavelength Analysis System for Transient Astronomical Events
by: Fang, Jian-Hua, et al.
Published: (2025)

The Commensal Real-time ASKAP Fast Transient incoherent-sum survey
by: Shannon, R. M., et al.
Published: (2024)

LUNCH: A Lightweight Unified Deep-Learning Framework for General Transients Classification in High-Energy Time-Domain Astronomy
by: Zhang, Peng, et al.
Published: (2025)

AppleCiDEr II: SpectraNet -- A Deep Learning Network for Spectroscopic Data
by: Xu, Maojie, et al.
Published: (2025)

A VLBI Software Correlator for Fast Radio Transients
by: Leung, Calvin, et al.
Published: (2024)

Applying multimodal learning to Classify transient Detections Early (AppleCiDEr) I: Data set, methods, and infrastructure
by: Junell, Alexandra, et al.
Published: (2025)

DRAFTS: A Deep Learning-Based Radio Fast Transient Search Pipeline
by: Zhang, Yong-Kun, et al.
Published: (2024)

Daksha: On Alert for High Energy Transients
by: Bhalerao, Varun, et al.
Published: (2022)

Science with the Daksha High Energy Transients Mission
by: Bhalerao, Varun, et al.
Published: (2022)

GOPREAUX I: Open-source Code and Data to Model Multi-wavelength Emission of Extragalactic Transients using Gaussian Processes
by: Pellegrino, C., et al.
Published: (2026)

A VLBI Calibrator Grid at 600MHz for Fast Radio Transient Localizations with CHIME/FRB Outriggers
by: Andrew, Shion, et al.
Published: (2024)

ZTF25abjmnps (AT2025ulz) and S250818k: A Candidate Superkilonova from a Sub-threshold Sub-Solar Gravitational Wave Trigger
by: Kasliwal, Mansi M., et al.
Published: (2025)

The GECAM Ground Search System for Gamma-ray Transients
by: Cai, Ce, et al.
Published: (2025)

A Machine Learning empowered search for Sub-Minute Optical Transient Events with the Deeper, Wider, Faster programme
by: Goode, Simon R., et al.
Published: (2025)

The GRINTA hard X-ray mission: an Explorer of the Transient Sky
by: Rodi, James, et al.
Published: (2025)

Sensitivity of BEACON to Ultra-High Energy Diffuse and Transient Neutrinos
by: Zeolla, Andrew, et al.
Published: (2025)

The CRAFT Coherent (CRACO) upgrade I: System Description and Results of the 110-ms Radio Transient Pilot Survey
by: Wang, Z., et al.
Published: (2024)

SVOM/VT: Real-Time Onboard Data Processing
by: Cai, Hong-Bo, et al.
Published: (2026)

Managing the Growing Complexity of Multi-Messenger Transient Events with Astro-COLIBRI
by: Schüssler, Fabian, et al.
Published: (2024)

TransientX: A high performance single pulse search package
by: Men, Yunpeng, et al.
Published: (2024)

Enhancing Fast Radio Transient Detection with Mask R-CNN Image Segmentation
by: Diaz, Sergio Belmonte, et al.
Published: (2025)

Commensal Transient Searches with MeerKAT in Gamma-Ray Burst and Supernova Fields
by: Chastain, S. I., et al.
Published: (2024)

ELEPHANT: ExtragaLactic alErt Pipeline for Hostless AstroNomical Transients
by: Pessi, P. J., et al.
Published: (2024)

Optimizing Supernova Classification with Interpretable Machine Learning Models
by: Garg, Anurag
Published: (2025)

Across the soft gamma-ray regime: utilizing simultaneous detections in the Compton Spectrometer and Imager (COSI) and the Background and Transient Observer (BTO) to understand astrophysical transients
by: Gulick, Hannah C., et al.
Published: (2024)

Optimising an Array of Cherenkov Telescopes in Australia for the Detection of TeV Gamma-Ray Transients
by: Lee, Simon, et al.
Published: (2024)

Deep Synoptic Array Science: Searching for Long Duration Radio Transients with the DSA-110
by: Sherman, Myles B., et al.
Published: (2025)