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Real-time Light Curve Classification Framework for the Wide Field Survey Telescope Using Modified Semisupervised Variational Autoencoder
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F Pérez-Galarce, J Martínez-Palomera, K Pichara, P Huijse and M Catelan Monthly Notices of the Royal Astronomical Society 540(4) 3263 (2025) https://doi.org/10.1093/mnras/staf840
Uncertainty estimation for time series classification
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STAR NRE: solving supernova selection effects with set-based truncated auto-regressive neural ratio estimation
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DeepAP: Deep Learning-based Aperture Photometry Feasibility Assessment and Aperture Size Prediction
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QZO: A Catalog of 5 Million Quasars from the Zwicky Transient Facility
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KnobCF: Uncertainty-aware Knob Tuning
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P. D. Aleo, A. W. Engel, G. Narayan, C. R. Angus, K. Malanchev, K. Auchettl, V. F. Baldassare, A. Berres, T. J. L. de Boer, B. M. Boyd, K. C. Chambers, K. W. Davis, N. Esquivel, D. Farias, R. J. Foley, A. Gagliano, C. Gall, H. Gao, S. Gomez, M. Grayling, D. O. Jones, C.-C. Lin, E. A. Magnier, K. S. Mandel, T. Matheson, et al. The Astrophysical Journal 974(2) 172 (2024) https://doi.org/10.3847/1538-4357/ad6869
A short trajectory is all you need: A transformer-based model for long-time dissipative quantum dynamics
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W. Roster, M. Salvato, S. Krippendorf, A. Saxena, R. Shirley, J. Buchner, J. Wolf, T. Dwelly, F. E. Bauer, J. Aird, C. Ricci, R. J. Assef, S. F. Anderson, X. Liu, A. Merloni, J. Weller and K. Nandra Astronomy & Astrophysics 692 A260 (2024) https://doi.org/10.1051/0004-6361/202452361
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Deep Multimodal Networks for M-type Star Classification with Paired Spectrum and Photometric Image
Jialin Gao, Jianyu Chen, Jiaqi Wei, Bin Jiang and A-Li Luo Publications of the Astronomical Society of the Pacific 135(1046) 044503 (2023) https://doi.org/10.1088/1538-3873/acc7ca
Astronomia ex machina: a history, primer and outlook on neural networks in astronomy