Spectra as Language: Large Language Models for Scalable Stellar Parameter and Abundance Inference
Fuente:
arXiv
Saved in:
| Main Authors: | Lu, Hai-Ling, Li, Yu-Yang, Li, Yin-Bi, Wang, Cun-Shi, Luo, A-Li, Liang, Jun-Chao, Li, Shuo |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Estimating stellar atmospheric parameters and elemental abundances using fully connected residual network
by: Li, Shuo, et al.
Published: (2025)
by: Li, Shuo, et al.
Published: (2025)
Estimating Stellar Atmospheric Parameters and [α/Fe] for LAMOST O-M type Stars Using a Spectral Emulator
by: Liang, Jun-chao, et al.
Published: (2024)
by: Liang, Jun-chao, et al.
Published: (2024)
PISP: Projected-Space Inference of Stellar Parameters
by: Liang, Jun-Chao, et al.
Published: (2026)
by: Liang, Jun-Chao, et al.
Published: (2026)
Estimating the Atmospheric Parameters of Early-type Stars from the Chinese Space Station Telescope (CSST) Slitless Spectra Survey
by: Rao, JiaRui, et al.
Published: (2024)
by: Rao, JiaRui, et al.
Published: (2024)
On the Performances of Estimating Stellar Atmospheric Parameters from CSST Broad-band Photometry
by: Shi, Ruifeng, et al.
Published: (2024)
by: Shi, Ruifeng, et al.
Published: (2024)
Refined M-type Star Catalog from LAMOST DR10: Measurements of Radial Velocities, $T_\text{eff}$, log $g$, [M/H] and [$α$/M]
by: Li, Shuo, et al.
Published: (2025)
by: Li, Shuo, et al.
Published: (2025)
Filter Design for Estimation of Stellar Metallicity: Insights from Experiments with Gaia XP Spectra
by: Xiao, Kai, et al.
Published: (2024)
by: Xiao, Kai, et al.
Published: (2024)
Finetuning Stellar Spectra Foundation Models with LoRA
by: Zhao, Xiaosheng, et al.
Published: (2025)
by: Zhao, Xiaosheng, et al.
Published: (2025)
Stellar Atmospheric Parameters From Gaia BP/RP Spectra using Uncertain Neural Networks
by: Fallows, Connor P., et al.
Published: (2024)
by: Fallows, Connor P., et al.
Published: (2024)
Deep learning interpretability analysis for carbon star identification in Gaia DR3
by: Ye, Shuo, et al.
Published: (2024)
by: Ye, Shuo, et al.
Published: (2024)
SpectraFM: Tuning into Stellar Foundation Models
by: Koblischke, Nolan, et al.
Published: (2024)
by: Koblischke, Nolan, et al.
Published: (2024)
Machine Learning in Stellar Astronomy: Progress up to 2024
by: Li, Guangping, et al.
Published: (2025)
by: Li, Guangping, et al.
Published: (2025)
Scaling Laws for Emulation of Stellar Spectra
by: Różański, Tomasz, et al.
Published: (2025)
by: Różański, Tomasz, et al.
Published: (2025)
Selecting Optimal Stellar Calibration Fields for the CSST Imaging Survey
by: Ling, Chenxiaoji, et al.
Published: (2026)
by: Ling, Chenxiaoji, et al.
Published: (2026)
The Stellar Abundances and Galactic Evolution Survey (SAGES). IV. Surface Gravity Estimation and Giant-Dwarf Separation with the DDO51 Filter
by: Zhang, Qiqian, et al.
Published: (2025)
by: Zhang, Qiqian, et al.
Published: (2025)
ASTRAFier: A Novel and Scalable Transformer-based Stellar Variability Classifier
by: Gregory, Paul F. X., et al.
Published: (2026)
by: Gregory, Paul F. X., et al.
Published: (2026)
An Empirical Sample of Spectra of M-type Stars with Homogeneous Atmospheric-Parameter Labels
by: Du, Bing, et al.
Published: (2024)
by: Du, Bing, et al.
Published: (2024)
Data-Driven Modeling of Telluric Features and Stellar Variability with StellarSpectraObservationFitting.jl
by: Gilbertson, Christian, et al.
Published: (2024)
by: Gilbertson, Christian, et al.
Published: (2024)
Predicting Stellar Parameters of Massive Stars from Light Curves with Machine Learning
by: Zhang, Rachel C., et al.
Published: (2025)
by: Zhang, Rachel C., et al.
Published: (2025)
Measurements of the Diffuse Interstellar Bands at 5780, 5797, and 6614 Å in the Hot Stellar Spectra of the LAMOST LRS DR10
by: Ma, Xiao-Xiao, et al.
Published: (2025)
by: Ma, Xiao-Xiao, et al.
Published: (2025)
Toward Robust Corrections for Stellar Contamination in JWST Exoplanet Transmission Spectra
by: Rackham, Benjamin V., et al.
Published: (2023)
by: Rackham, Benjamin V., et al.
Published: (2023)
Performance of the Stellar Abundances and atmospheric Parameters Pipeline adapted for M dwarfs I. Atmospheric parameters from the spectroscopic module
by: Olander, Terese, et al.
Published: (2025)
by: Olander, Terese, et al.
Published: (2025)
JW-VL: A Vision-Language Model for Solar Physics
by: Shao, Mingfu, et al.
Published: (2026)
by: Shao, Mingfu, et al.
Published: (2026)
Empirically Constraining the Spectra of Stellar Surface Features Using Time-Resolved Spectroscopy
by: Berardo, David, et al.
Published: (2023)
by: Berardo, David, et al.
Published: (2023)
Stellar Atmospheres
by: Puls, Joachim, et al.
Published: (2024)
by: Puls, Joachim, et al.
Published: (2024)
Millions of Main-Sequence Binary Stars from Gaia BP/RP Spectra
by: Li, Jiadong, et al.
Published: (2025)
by: Li, Jiadong, et al.
Published: (2025)
deep-REMAP: Probabilistic Parameterization of Stellar Spectra Using Regularized Multi-Task Learning
by: Gilda, Sankalp
Published: (2025)
by: Gilda, Sankalp
Published: (2025)
Dartmouth Stellar Evolution Emulator (DSEE) 1: Generative Stellar Evolution Model Database
by: Jiaqi, et al.
Published: (2026)
by: Jiaqi, et al.
Published: (2026)
LightCurve MoE: A Dynamic Sparse Routing Mixture-of-Experts Architecture for Efficient Stellar Light Curve Classification
by: Wang, Cunshi, et al.
Published: (2023)
by: Wang, Cunshi, et al.
Published: (2023)
Introducing STARDIS: An Open and Modular Stellar Spectral Synthesis Code
by: Shields, Joshua V., et al.
Published: (2025)
by: Shields, Joshua V., et al.
Published: (2025)
Stellar Parameters for over Fifty Million stars from SMSS DR4 and Gaia DR3
by: Huang, Yang, et al.
Published: (2025)
by: Huang, Yang, et al.
Published: (2025)
Analytic Interferometry of Rotating Stellar Surfaces
by: Dholakia, Shashank, et al.
Published: (2025)
by: Dholakia, Shashank, et al.
Published: (2025)
The Phenomenological Classification of TESS Eclipsing Binaries
by: Liu, Shi-Qi, et al.
Published: (2026)
by: Liu, Shi-Qi, et al.
Published: (2026)
Every Datapoint Counts: Stellar Flares as a Case Study of Atmosphere Aided Studies of Transients in the LSST Era
by: Clarke, Riley W., et al.
Published: (2024)
by: Clarke, Riley W., et al.
Published: (2024)
Predicting Stellar Rotation Periods Using XGBoost
by: Gomes, Nuno R. C., et al.
Published: (2023)
by: Gomes, Nuno R. C., et al.
Published: (2023)
Homogeneous Stellar Atmospheric Parameters and 22 Elemental Abundances for FGK Stars Derived From LAMOST Low-resolution Spectra with DD-Payne
by: Zhang, Meng, et al.
Published: (2025)
by: Zhang, Meng, et al.
Published: (2025)
ABC-SN: Attention Based Classifier for Supernova Spectra
by: Fortino, Willow Fox, et al.
Published: (2025)
by: Fortino, Willow Fox, et al.
Published: (2025)
Comprehensive Parameter Determination of Exoplanet through Asteroseismic Host Star Constraints
by: Lin, Wen-Xu, et al.
Published: (2025)
by: Lin, Wen-Xu, et al.
Published: (2025)
Determining Stellar Elemental Abundances from DESI Spectra with the Data-Driven Payne
by: Zhang, Meng, et al.
Published: (2024)
by: Zhang, Meng, et al.
Published: (2024)
Performance and first measurements of the MAGIC Stellar Intensity Interferometer
by: MAGIC Collaboration, et al.
Published: (2024)
by: MAGIC Collaboration, et al.
Published: (2024)
Similar Items
-
Estimating stellar atmospheric parameters and elemental abundances using fully connected residual network
by: Li, Shuo, et al.
Published: (2025) -
Estimating Stellar Atmospheric Parameters and [α/Fe] for LAMOST O-M type Stars Using a Spectral Emulator
by: Liang, Jun-chao, et al.
Published: (2024) -
PISP: Projected-Space Inference of Stellar Parameters
by: Liang, Jun-Chao, et al.
Published: (2026) -
Estimating the Atmospheric Parameters of Early-type Stars from the Chinese Space Station Telescope (CSST) Slitless Spectra Survey
by: Rao, JiaRui, et al.
Published: (2024) -
On the Performances of Estimating Stellar Atmospheric Parameters from CSST Broad-band Photometry
by: Shi, Ruifeng, et al.
Published: (2024)