What does self-supervision add to engineered features for stellar light curves?
astro-ph.SR, astro-ph.IM
Submitted: 2026-10-09
Updated: 2026-10-09
Code: https://github.com/BrightonLiu-zZ/stellar-ssl
Sources
- TESS Data for Asteroseismology (T'DA) Stellar Variability Classification Pipeline: Set-Up and Application to the Kepler Q9 Data
- Gravity modes as a way to distinguish between hydrogen- and helium-burning red giant stars
- The TESS All-Sky Rotation Survey: Periods for 1,046,317 Stars Within 500 pc
- Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation
- Astromer 2
- Classification of Periodic Variable Stars from TESS
- The TESS Objects of Interest Catalog from the TESS Prime Mission
- A Catalogue of Solar-Like Oscillators Observed by TESS in 120-second and 20-second Cadence
- A 'Quick Look' at All-Sky Galactic Archeology with TESS: 158,000 Oscillating Red Giants from the MIT Quick-Look Pipeline
- A 20-Second Cadence View of Solar-Type Stars and Their Planets with TESS: Asteroseismology of Solar Analogs and a Re-characterization of pi Men c
- LSST: from Science Drivers to Reference Design and Anticipated Data Products
- Auto-Encoding Variational Bayes
- StarEmbed: Benchmarking Time Series Foundation Models on Astronomical Observations of Variable Stars
- Hybrid Summary Statistics
- A useful representation of TESS light curves
- TESS Eclipsing Binary Stars. I. Short cadence observations of 4584 eclipsing binaries in Sectors 1-26
- The Transiting Exoplanet Survey Satellite
- Domain-Informed Multi-View Self-Distillation for Astronomical Light-Curve Representation Learning with JEPA
- Stellar flare morphology with TESS across the main sequence
- Global asteroseismology of 19,000 red giants in the TESS Continuous Viewing Zones
Related papers
- HXI-DLA2: A Physics-Constrained Deep Learning Algorithm for the ASO-S Hard X-ray Imager
- Effect of Neutron Star Jets on Common Envelope Evolution
- Constraining the origin of magnetic white dwarfs
- JW-FD: A 15-Year Multimodal Dataset for Solar Flare Forecasting
- Phlegethon: a fully compressible magnetohydrodynamic code for simulations in stellar astrophysics
- Can MHD Oscillations Modulate Quasi-Periodic Plasma Release from Coronal Streamers?