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We introduce Astroconformer, a Transformer-based model to analyze stellar light curves from the Kepler mission.
exbert: A visual analysis tool to explore learned representations in transformers models, 2019
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Conformer: Convolution-augmented transformer for speech recognition, 2020
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The solar-like oscillations of hd49933: A bayesian approach
Benomar, O., Appourchaux, T., and Baudin, F · 2009
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On the detection of lorentzian profiles in a power spectrum: a bayesian approach using ignorance priors
Gruberbauer, M., Kallinger, T., Weiss, W. W., and Guenther, D. B · 2009
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Asteroseismology of Solar-Type and Red-Giant Stars
Chaplin, W. J. and Miglio, A · 2013
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Transiting Exoplanet Survey Satellite (TESS)
Ricker, G. R., Winn, J. N., Vanderspek, R., Latham, D. W., Bakos, G. Á., Bean, J. L., Berta-Thompson, Z. K., Brown, T. M., Buchhave, L., Butler, N. R., Butler, R. P., Chaplin, W. J., Charbonneau, D., Christensen-Dalsgaard, J., Clampin, M., Deming, D., Doty, J., De Lee, N., Dressing, C., Dunham, E. W., Endl, M., Fressin, F., Ge, J., Henning, T., Holman, M. J., Howard, A. W., Ida, S., Jenkins, J., Jernigan, G., Johnson, J. A., Kaltenegger, L., Kawai, N., Kjeldsen, H., Laughlin, G., Levine, A. M., Lin, D., Lissauer, J. J., MacQueen, P., Marcy, G., McCullough, P. R., Morton, T. D., Narita, N., Paegert, M., Palle, E., Pepe, F., Pepper, J., Quirrenbach, A., Rinehart, S. A., Sasselov, D., Sato, B., Seager, S., Sozzetti, A., Stassun, K. G., Sullivan, P., Szentgyorgyi, A., Torres, G., Udry, S., and Villasenor, J · 2014
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Revised stellar properties of kepler targets for the q1-17 (DR25) transit detection run
Mathur, S. et al · 2017
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Attention is all you need, 2017
Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, L., and Polosukhin, I · 2017
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Deep learning classification in asteroseismology using an improved neural network: results on 15 000 kepler red giants and applications to k2 and TESS data
Hon, M., Stello, D., and Yu, J · 2018
A multiscale visualization of attention in the transformer model
Vig, J · 2019
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Blinkdl/rwkv-lm: 0.01, August 2021
Bo, P · 2021
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The swan: Data-driven inference of stellar surface gravities for cool stars from photometric light curves
Sayeed, M. et al · 2021
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Roformer: Enhanced transformer with rotary position embedding, 2021
Su, J. et al · 2021
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Tipirneni, S. and Reddy, C. K · 2021
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Measuring frequency and period separations in red-giant stars using machine learning
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Asteroseismology of 16,000 kepler red giants: Global oscillation parameters, masses, and radii
Yu, J. et al · 2018
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Self-Attentive Speaker Embeddings for Text-Independent Speaker Verification
Zhu, Y. et al · 2018
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LSST: From Science Drivers to Reference Design and Anticipated Data Products
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Cited alongside, same era.
Dhanpal, S., Benomar, O., Hanasoge, S., Kundu, A., Dhuri, D., Das, D., and Kaul, B · 2022
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Kepler Mission Design, Realized Photometric Performance, and Early Science
Koch, D. G. et al · 2041
Closest in time.