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) |
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: