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V. M. Nguyen

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#machine learning Preprint Sep 2026

Spatially Adaptive Noise Injection

Experimental results and decoupling ablations demonstrate that SANI consistently improves Fr\'echet Inception Distance (FID) over the vanilla DDPM and DDIM endpoint samplers across diverse sampling timesteps, while remaining competitive with variance-learning baselines, highlighting the importance of spatial adaptivity...

Frantzeska Lavda, Maciej Falkiewicz, V. M. Nguyen et al. · 1 citation
Preprint Aug 2026

Symmetry-Breaking De Novo Crystal Generation via Markovian Jump Diffusion

Generating crystals has recently attracted significant interest due to their broad applications in materials science. However, existing generative models struggle to produce complete crystallographic specifications, limiting their ability to capture global symmetry and structural dependencies. In particular, current st...

V. M. Nguyen, Alexandros Kalousis · 0 citations

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