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stat.AP2026
Emulation strategies for Bayesian inference of regional left ventricle material parameters
Hongjin Ren, Vinny Davies, Hao Gao +2
Patient-specific biomechanical models of the left ventricle can relate cardiac magnetic resonance imaging to regional myocardial material properties, but existing emulator-based st…
stat.ML2026
Intrinsic-Hybrid Latent Diffusion Models for Generative Modeling on Unknown Manifolds
Yizhu Wang, Mu Niu, Xiaochen Yang
We introduce the Intrinsic Hybrid Latent Diffusion Model (ILDM), a generative framework that integrates probabilistic dimensionality reduction with geometry-aware diffusion on unkn…