Mehul Goyal

Do Astronomical Foundation Models Know When They Will Fail?

Astronomical foundation models are increasingly used as reusable representations across surveys, but it is unclear when the same object remains consistently represented across instruments or whether a model can warn us before transfer fails. We present a conformal framework for auditing cross-survey representations usi...