Probabilistic Data-Driven Modelling of Astrophysical Transients: The Neural Process Family for Ultrafast and Class-Agnostic Light Curve Reconstruction with NightLANP
Fuente:
arXiv
Saved in:
| Main Authors: | Chaini, Siddharth, Bianco, Federica B., Mahabal, Ashish |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Light Curve Classification with DistClassiPy: a new distance-based classifier
by: Chaini, Siddharth, et al.
Published: (2024)
by: Chaini, Siddharth, et al.
Published: (2024)
In Search of the Unknown Unknowns: A Multi-Metric Distance Ensemble for Out of Distribution Anomaly Detection in Astronomical Surveys
by: Chaini, Siddharth, et al.
Published: (2025)
by: Chaini, Siddharth, et al.
Published: (2025)
Latest Developments and Opportunities in Sky Survey
by: Brown, Anthony, et al.
Published: (2024)
by: Brown, Anthony, et al.
Published: (2024)
Deconvolution for Large Astronomical Surveys: A Study of the Scaled Gradient Projection Method on Zwicky Transient Facility Data
by: Gondhalekar, Yash, et al.
Published: (2025)
by: Gondhalekar, Yash, et al.
Published: (2025)
Graph-Based Light-Curve Features for Robust Transient Classification
by: Petro-Ramos, Jesús D., et al.
Published: (2025)
by: Petro-Ramos, Jesús D., et al.
Published: (2025)
Transformer-Based Neural Network for Transient Detection without Image Subtraction
by: Inada, Adi, et al.
Published: (2025)
by: Inada, Adi, et al.
Published: (2025)
An Information-Theoretic Metric for Transient Classification and Novelty Detection
by: Yu-Qian, et al.
Published: (2026)
by: Yu-Qian, et al.
Published: (2026)
Autoencoder Reconstruction of Cosmological Microlensing Magnification Maps
by: Khakpash, Somayeh, et al.
Published: (2024)
by: Khakpash, Somayeh, et al.
Published: (2024)
The Zwicky Transient Facility Bright Transient Survey. III. $\texttt{BTSbot}$: Automated Identification and Follow-up of Bright Transients with Deep Learning
by: Rehemtulla, Nabeel, et al.
Published: (2024)
by: Rehemtulla, Nabeel, 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)
by: Mozgunov, G. Yu., et al.
Published: (2025)
Cloud Detection using Night Sky Background Light at the Pierre Auger Observatory
by: Tairli, Fedor
Published: (2025)
by: Tairli, Fedor
Published: (2025)
Multiband Embeddings of Light Curves
by: Becker, I., et al.
Published: (2025)
by: Becker, I., et al.
Published: (2025)
Frabjous: Deep Learning Fast Radio Burst Morphologies
by: Kumar, Ajay, et al.
Published: (2025)
by: Kumar, Ajay, et al.
Published: (2025)
Machine Learning-Based Identification of Contaminated Images in Light Curves Data Preprocessing
by: Li, Hui, et al.
Published: (2024)
by: Li, Hui, et al.
Published: (2024)
Deep Neural Networks for Modeling Astrophysical Nuclear Reacting Flows
by: Zhang, Xiaoyu, et al.
Published: (2025)
by: Zhang, Xiaoyu, et al.
Published: (2025)
Classification of Transient Astronomical Object Light Curves Using LSTM Neural Networks
by: Fernandes, Guilherme Grancho D., et al.
Published: (2025)
by: Fernandes, Guilherme Grancho D., et al.
Published: (2025)
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)
by: Pellegrino, C., et al.
Published: (2026)
The Hollyfeld Gambit in Astrophysics
by: Holwerda, Benne
Published: (2026)
by: Holwerda, Benne
Published: (2026)
Multivariate Time-series Transformer Embeddings for Light Curves
by: Chiong, Gabriel, et al.
Published: (2025)
by: Chiong, Gabriel, et al.
Published: (2025)
TransFit: An Efficient Framework for Transient Light-Curve Fitting with Time-Dependent Radiative Diffusion
by: Liu, Liang-Duan, et al.
Published: (2025)
by: Liu, Liang-Duan, et al.
Published: (2025)
Disentangling Joint Light Curves Using Photocenter Shifts: A Case Study Using NEOWISE Data
by: Stecklum, Bringfried
Published: (2025)
by: Stecklum, Bringfried
Published: (2025)
Towards FAIR Astrophysical Simulations
by: Pfalzner, Susanne, et al.
Published: (2026)
by: Pfalzner, Susanne, et al.
Published: (2026)
Probabilistic Interpolation of Sagittarius A*'s Multi-Wavelength Light Curves Using Diffusion Models
by: Sasseville, Gabriel, et al.
Published: (2026)
by: Sasseville, Gabriel, et al.
Published: (2026)
Large Projects in Astronomy: An Indian Endeavour
by: Wadadekar, Yogesh, et al.
Published: (2024)
by: Wadadekar, Yogesh, et al.
Published: (2024)
Long Term Space Data and Informatics Needs
by: Cenko, S. Bradley, et al.
Published: (2024)
by: Cenko, S. Bradley, et al.
Published: (2024)
TDLight: A Framework for Incremental Light Curve Management and Smart Classification
by: Yu, Xinghang, et al.
Published: (2025)
by: Yu, Xinghang, et al.
Published: (2025)
The Challenges of Modeling Astrophysical Reacting Flows
by: Zingale, Michael, et al.
Published: (2024)
by: Zingale, Michael, et al.
Published: (2024)
$\texttt{BTSbot}$: A Multi-input Convolutional Neural Network to Automate and Expedite Bright Transient Identification for the Zwicky Transient Facility
by: Rehemtulla, Nabeel, et al.
Published: (2023)
by: Rehemtulla, Nabeel, et al.
Published: (2023)
DECam Multi-Messenger Astrophysics Pipeline. I. from Raw Data to Single-Exposure Candidates
by: Fu, Shenming, et al.
Published: (2024)
by: Fu, Shenming, et al.
Published: (2024)
Computational Astrophysics, Data Science & AI/ML in Astronomy: A Perspective from Indian Community
by: Sharma, Prateek, et al.
Published: (2025)
by: Sharma, Prateek, et al.
Published: (2025)
Sugar Rush: Improving Observing Productivity via Night Dessert
by: Charfman Jr, J. J., et al.
Published: (2026)
by: Charfman Jr, J. J., et al.
Published: (2026)
Blast: a Web Application for Characterizing the Host Galaxies of Astrophysical Transients
by: Jones, D. O., et al.
Published: (2024)
by: Jones, D. O., et al.
Published: (2024)
CLARA: A Modular Framework for Unsupervised Transit Detection Using TESS Light Curves
by: Dasgupta, Mainak
Published: (2025)
by: Dasgupta, Mainak
Published: (2025)
Decades of Transformation: Evolution of the NASA Astrophysics Data System's Infrastructure
by: Accomazzi, Alberto
Published: (2024)
by: Accomazzi, Alberto
Published: (2024)
Performance of the Southern Astrophysical Research Telescope Speckle Instrument
by: Tokovinin, Andrei
Published: (2024)
by: Tokovinin, Andrei
Published: (2024)
High-sensitivity Kinetic Inductance Detector Arrays for the Probe Far-Infrared Mission for Astrophysics
by: Foote, Logan, et al.
Published: (2023)
by: Foote, Logan, et al.
Published: (2023)
Workforce Development in Astronomy and Astroinformatics
by: Sheth, Kartik, et al.
Published: (2024)
by: Sheth, Kartik, et al.
Published: (2024)
A Cosmic-Scale Benchmark for Symmetry-Preserving Data Processing
by: Balla, Julia, et al.
Published: (2024)
by: Balla, Julia, et al.
Published: (2024)
Foundations for Discovery: A Coordinated Fleet Approach to NASA Astrophysics
by: Caputo, Regina, et al.
Published: (2026)
by: Caputo, Regina, et al.
Published: (2026)
The Kratos Framework for Heterogeneous Astrophysical Simulations: Fundamental Infrastructures and Hydrodynamics
by: Wang, Lile
Published: (2025)
by: Wang, Lile
Published: (2025)
Similar Items
-
Light Curve Classification with DistClassiPy: a new distance-based classifier
by: Chaini, Siddharth, et al.
Published: (2024) -
In Search of the Unknown Unknowns: A Multi-Metric Distance Ensemble for Out of Distribution Anomaly Detection in Astronomical Surveys
by: Chaini, Siddharth, et al.
Published: (2025) -
Latest Developments and Opportunities in Sky Survey
by: Brown, Anthony, et al.
Published: (2024) -
Deconvolution for Large Astronomical Surveys: A Study of the Scaled Gradient Projection Method on Zwicky Transient Facility Data
by: Gondhalekar, Yash, et al.
Published: (2025) -
Graph-Based Light-Curve Features for Robust Transient Classification
by: Petro-Ramos, Jesús D., et al.
Published: (2025)