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The recent release of 220+ million BP/RP spectra in $\textit{Gaia}$ DR3 presents an opportunity to apply deep learning models to an unprecedented number of stellar spectra, at extremely low-resolution.
On information and sufficiency
Kullback, S. and Leibler, R. A · 1951
Earlier work this paper cites.
Auto-Encoding Variational Bayes
Kingma, D. P. and Welling, M · 2013
Earlier work this paper cites.
The Cannon: A data-driven approach to Stellar Label Determination
Ness, M., Hogg, D. W., Rix, H. W., Ho, A. Y. Q., and Zasowski, G · 2015
Earlier work this paper cites.
The Seventeenth Data Release of the Sloan Digital Sky Surveys: Complete Release of MaNGA, MaStar, and APOGEE-2 Data
Abdurro’uf, e · 2022
Earlier work this paper cites.
Gaia Data Release 3: Processing and validation of BP/RP low-resolution spectral data
De Angeli, F., Weiler, M., Montegriffo, P., Evans, D. W., Riello, M., Andrae, R., Carrasco, J. M., Busso, G., Burgess, P. W., Cacciari, C., Davidson, M., Harrison, D. L., Hodgkin, S. T., Jordi, C., Osborne, P. J., Pancino, E., Altavilla, G., Barstow, M. A., Bailer-Jones, C. A. L., Bellazzini, M., Brown, A. G. A., Castellani, M., Cowell, S., Delchambre, L., De Luise, F., Diener, C., Fabricius, C., Fouesneau, M., Fremat, Y., Gilmore, G., Giuffrida, G., Hambly, N. C., Hidalgo, S., Holland, G., Kostrzewa-Rutkowska, Z., van Leeuwen, F., Lobel, A., Marinoni, S., Miller, N., Pagani, C., Palaversa, L., Piersimoni, A. M., Pulone, L., Ragaini, S., Rainer, M., Richards, P. J., Rixon, G. T., Ruz-Mieres, D., Sanna, N., Sarro, L. M., Rowell, N., Sordo, R., Walton, N. A., and Yoldas, A · 2022
Cited alongside, same era.
Gaia Data Release 3: Summary of the content and survey properties
Gaia Collaboration, e · 2022
Cited alongside, same era.
Over 2.7 Million Carbon-Enhanced Metal-Poor stars from BP/RP Spectra in G a i a Gaia DR3
Lucey, M., Al Kharusi, N., Hawkins, K., Ting, Y.-S., Ramachandra, N., Beers, T. C., Lee, Y. S., Price-Whelan, A. M., and Yoon, J · 2022
Cited alongside, same era.
Gaia Data Release 3: External calibration of BP/RP low-resolution spectroscopic data
Montegriffo, P., De Angeli, F., Andrae, R., Riello, M., Pancino, E., Sanna, N., Bellazzini, M., Evans, D. W., Carrasco, J. M., Sordo, R., Busso, G., Cacciari, C., Jordi, C., van Leeuwen, F., Vallenari, A., Altavilla, G., Barstow, M. A., Brown, A. G. A., Burgess, P. W., Castellani, M., Cowell, S., Davidson, M., De Luise, F., Delchambre, L., Diener, C., Fabricius, C., Fremat, Y., Fouesneau, M., Gilmore, G., Giuffrida, G., Hambly, N. C., Harrison, D. L., Hidalgo, S., Hodgkin, S. T., Holland, G., Marinoni, S., Osborne, P. J., Pagani, C., Palaversa, L., Piersimoni, A. M., Pulone, L., Ragaini, S., Rainer, M., Richards, P. J., Rowell, N., Ruz-Mieres, D., Sarro, L. M., Walton, N. A., and Yoldas, A · 2022
Cited alongside, same era.
The Poor Old Heart of the Milky Way
Rix, H.-W., Chandra, V., Andrae, R., Price-Whelan, A. M., Weinberg, D. H., Conroy, C., Fouesneau, M., Hogg, D. W., De Angeli, F., Naidu, R. P., Xiang, M., and Ruz-Mieres, D · 2022
Later among the works it cites.
The Value-added Catalog for LAMOST DR8 Low-resolution Spectra
Wang, C., Huang, Y., Yuan, H., Zhang, H., Xiang, M., and Liu, X · 2022
Later among the works it cites.
Overview of the LAMOST survey in the first decade
Yan, H., Li, H., Wang, S., Zong, W., Yuan, H., Xiang, M., Huang, Y., Xie, J., Dong, S., Yuan, H., Bi, S., Chu, Y., Cui, X., Deng, L., Fu, J., Han, Z., Hou, J., Li, G., Liu, C., Liu, J., Liu, X., Luo, A., Shi, J., Wu, X., Zhang, H., Zhao, G., and Zhao, Y · 2022
Later among the works it cites.
Parameters of 220 million stars from Gaia BP/RP spectra
Zhang, X., Green, G. M., and Rix, H.-W · 2023
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