PhD Student

Helmi Toropainen

At AMC-Lahti since 2025

Generative AIClimate downscaling

Joined AMC-Lahti in May 2025. PhD student on physics-informed generative neural networks for climate downscaling at University of Helsinki, INAR. MSc in Data-Centric Engineering from LUT.

helmi.toropainen@helsinki.fi ORCID GitHub

Publications

Publications as co-author

Publications co-authored since joining AMC-Lahti.

2026
Cross-Resolution Attention Network for High-Resolution PM2.5 Prediction
arXiv preprint (cs.CV)
2026
TopoFlow: topography-aware pollutant Flow learning for high-resolution air quality prediction
npj Climate and Atmospheric Science

Helmi Toropainen

Publications as co-author

Cross-Resolution Attention Network for High-Resolution PM2.5 Prediction

TopoFlow: topography-aware pollutant Flow learning for high-resolution air quality prediction