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[ICLR 2025] This is the official repository for the paper “A Unified Framework for Forward and Inverse Problems in Subsurface Imaging Using Latent Space Translations." This work proposes a generalized framework to solve forward and inverse problems, utilizing the latent space. We also propose an invertible architecture for the OpenFWI dataset.