Skip to content

Model architectures we could consider including #6

@leifdenby

Description

@leifdenby

I am just typing on this github issue to keep of work I come across so that I don't loose track. Feel free to add this list :)

Evolution on LDCast:

Classification Main Focus Example
Baseline generative nowcasting Latent diffusion model for short nowcasting LDCast (MeteoSwiss) (arxiv.org)
Structural enhancements Two-stage forecasting / end-to-end training STLDM (arxiv.org)
Physics-aware generative modeling Domain constraint integration PreDiff (openreview.net)
Multi-modal latent fusion Combining radar + other data sources CastDiffuser (sciencedirect.com)
Extended domain adaptation Medium-range / global forecasting LaDCast (arxiv.org)
Benchmarking & derivative use cases Alternative domains / training tweaks Solar irradiance, bias correction, ShadeCast (sciencedirect.com)
Methodological innovations Better attention / preference-training RainDiff, SynCast (arxiv.org)

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions