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Machine Learning for Radial Velocity Analysis. I. Vision Transformers as a Robust Alternative for Detecting Planetary Candidates

  • Authors: Anoop Gavankar, Tanish Mittal, Joe P. Ninan, Shravan Hanasoge

Anoop Gavankar et al 2026 The Astronomical Journal 171 .

  • Provider: AAS Journals

Caption: Figure 17.

This confusion matrix illustrates the model’s performance in predicting orbital periods for the ordered data set V3 without fine-tuning. The vertical band near 25 days reflects the model’s strong bias toward predicting the solar rotation rate, underscoring the need for fine-tuning. Unlike other matrices in this study, this matrix is not normalized along the “true period” axis.

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