Beyond Spherical geometry: Unraveling complex features of objects orbiting around stars from its transit light curve using deep learning

ArXi:2509.14875v2 Announce Type: replace-cross Characterizing the geometry of an object orbiting around a star from its transit light curve is a powerful tool to uncover various complex phenomena. This problem is inherently ill-posed, since similar or identical light curves can be produced by multiple different shapes. In this study, we investigate the extent to which the features of a shape can be embedded in a transit light curve. We generate a library of two-dimensional random shapes and simulate their transit light curves with light curve simulator, Yuti.