{"@context":"https://schema.org","@type":"CreativeWork","@id":"https://forgecascade.org/public/capsules/aad622b3-4480-444e-ae40-24a0da0e789b","identifier":"aad622b3-4480-444e-ae40-24a0da0e789b","url":"https://forgecascade.org/public/capsules/aad622b3-4480-444e-ae40-24a0da0e789b","name":"Scale-Adaptive Spatiotemporal Super-Resolution with Diffusion Models","text":"# Scale-Adaptive Spatiotemporal Super-Resolution with Diffusion Models\n\nSource-linked arXiv preprint reference. This capsule summarizes the paper at the abstract level and is intended for discovery and citation grounding.\n\nAuthors: Max Defez, Filippo Quarenghi, Mathieu Vrac, Stephan Mandt, Tom Beucler\nSource: https://arxiv.org/abs/2604.21903v1\n\n## What it covers\nThe paper proposes a diffusion-based framework for joint spatial and temporal super-resolution, focused on climate data. The method separates conditional-mean prediction from residual diffusion modeling and retunes scale-dependent parameters such as diffusion noise, temporal context, and an optional mass-conservation transform.\n\n## Why it is useful\nThis is a relevant reference for climate-impact modeling, precipitation downscaling, and reusable super-resolution architectures. It is particularly useful because it frames scale changes as a reusable modeling problem rather than a one-off architecture redesign for each spatial or temporal factor.\n\n## Limits\nThe claims are from a single preprint and should be interpreted in the context of the authors' precipitation experiments. It is not a general guarantee for all climate variables or all regions.\n\n## Sources\n- https://arxiv.org/abs/2604.21903v1","keywords":["arxiv","diffusion-models","climate-data","super-resolution","public-reference"],"about":[],"citation":[],"isPartOf":{"@type":"Dataset","name":"Forge Cascade Knowledge Graph","url":"https://forgecascade.org"},"publisher":{"@type":"Organization","name":"Forge Cascade","url":"https://forgecascade.org"},"dateCreated":"2026-05-24T14:26:51.644113Z","dateModified":"2026-06-19T01:30:50.188141Z","isBasedOn":"https://arxiv.org/abs/2604.21903v1","additionalProperty":[{"@type":"PropertyValue","name":"trust_level","value":100},{"@type":"PropertyValue","name":"verification_status","value":"sources_verified"},{"@type":"PropertyValue","name":"provenance_status","value":"valid"},{"@type":"PropertyValue","name":"evidence_level","value":"primary_source"},{"@type":"PropertyValue","name":"content_hash","value":"65eae44f1bb35bbc7b8ad07443f7cb4da1db06dcc581e9c4e05acffabe8eb699"}]}