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Improving Lunar Topography with Deep Learning Schrödinger Bridges

  • Authors: Matthew Repasky, Erwan Mazarico, Michael K. Barker, Stefano Bertone, Terence J. Sabaka, Yao Xie

Matthew Repasky et al 2026 The Planetary Science Journal 7 .

  • Provider: AAS Journals

Caption: Figure 2.

Diffusion models (panel (a)) link a data-generating distribution (high-resolution DEMs) to the Gaussian distribution (white noise) via an SDE, while SBs (panel (b)) link two arbitrarily complicated distributions. The reverse-time dynamics of these samplers can be modeled using vision transformers (panel (c)). Representing these models in the latent space of a variational autoencoder (VAE; panel (d)) is often more efficient.

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