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Example of a simulated light curve and the diff...

Example of a simulated light curve and the different preprocessing stages. The stages ar...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Comparison of the period determinations between...

Comparison of the period determinations between LightPred model, A. McQuillan et al. (20...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Results of our model (upper left) vs. implement...

Results of our model (upper left) vs. implementations of ACF (upper right) and GPS (lowe...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Observational error distributions of the LightP...

Observational error distributions of the LightPred model vs. the ACF model. The left pan...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Correlation between stellar parameters and the ...

Correlation between stellar parameters and the total error on each panel. The Pearson co...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Distributions of predictions: difference betwee...

Distributions of predictions: difference between pairs of different quarters of the same...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Simulation error vs. observational error (avera...

Simulation error vs. observational error (averaged over 1 day bin). The left panel shows...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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High-level diagram of the lightPred model.

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Period confidence value vs. absolute period err...

Period confidence value vs. absolute period error of the model.

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Training pipeline. In the self-supervised step,...

Training pipeline. In the self-supervised step, the LightPred model is trained without t...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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EBs orbital period vs. the ratio between the or...

EBs orbital period vs. the ratio between the orbital period and stellar period. Horizont...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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EBs orbital period vs. the ratio between orbita...

EBs orbital period vs. the ratio between orbital period and rotational period. Horizonta...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Comparison of our predictions and A. McQuillan ...

Comparison of our predictions and A. McQuillan et al. (2014) predictions as seen in Figu...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Four light-curve examples with inconsistency be...

Four light-curve examples with inconsistency between our model and that of A. McQuillan ...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Left panel: EBs orbital period vs. the ratio be...

Left panel: EBs orbital period vs. the ratio between orbital and rotation period. Right ...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Correlation between the w-parameter from A. McQ...

Correlation between the w-parameter from A. McQuillan et al. (2014) and the total error.

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Distributions of the entire sample (red) vs. po...

Distributions of the entire sample (red) vs. possible contaminants (gray): there are fou...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Distributions of the entire sample (red) vs. po...

Distributions of the entire sample (red) vs. possible contaminants (gray), with the No R...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Two-dimensional correlation between stellar par...

Two-dimensional correlation between stellar parameters and the total error. On each pane...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Examples of simulated light curve and the diffe...

Examples of simulated light curve and the different preprocessing stages.

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Examples of simulated light curve and the diffe...

Examples of simulated light curve and the different preprocessing stages.

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Temporal block.

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Conformer block.

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Prediction head.

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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Self-supervised training (upper panel) and simu...

Self-supervised training (upper panel) and simulation-based training (lower panel). Gray...

Ilay Kamai and Hagai B. Perets, The Astronomical Journal 169 2

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