Abstract: In seismic inversion, supervised learning is highly effective when abundant paired data are available, yet such conditions are often not met in this domain due to the scarcity of well data.

It’s a familiar moment in math class—students are asked to solve a problem, and some jump in confidently while others freeze, unsure where to begin. When students don’t yet have a clear mental model ...