SC-TLI: Structurally Coupled Time-Lapse Inversion for magnetic monitoring. A sparse inversion framework combining spatial L1–L2 regularization and temporal Group Lasso for stable time-lapse magnetic inversion. Includes synthetic experiments and reproducible examples.