NeuralHydrology - Interpreting LSTMs in Hydrology. - Frederik Kratzert; Mathew Herrnegger; Daniel Klotz; Sepp Hochreiter; Günter Klambauer (CoRR, 2019)

Benchmarking a Catchment-Aware Long Short-Term Memory Network (LSTM) for Large-Scale Hydrological Modeling. - Frederik Kratzert; Daniel Klotz; Guy Shalev; Günter Klambauer; Sepp Hochreiter; Grey Nearing (CoRR, 2019)

Using LSTMs for climate change assessment studies on droughts and floods. - Frederik Kratzert; Daniel Klotz; Johannes Brandstetter; Pieter-Jan Hoedt; Grey Nearing; Sepp Hochreiter (CoRR, 2019)

Accurate Hydrologic Modeling Using Less Information. - Guy Shalev; Ran El-Yaniv; Daniel Klotz; Frederik Kratzert; Asher Metzger; Sella Nevo (CoRR, 2019)

NeuralHydrology - Interpreting LSTMs in Hydrology. - Frederik Kratzert; Mathew Herrnegger; Daniel Klotz; Sepp Hochreiter; Günter Klambauer (Explainable AI, 2019)

HydroNets: Leveraging River Structure for Hydrologic Modeling. - Zach Moshe; Asher Metzger; Gal Elidan; Frederik Kratzert; Sella Nevo; Ran El-Yaniv (CoRR, 2020)

Rainfall-Runoff Prediction at Multiple Timescales with a Single Long Short-Term Memory Network. - Martin Gauch; Frederik Kratzert; Daniel Klotz; Grey Nearing; Jimmy Lin; Sepp Hochreiter (CoRR, 2020)

Uncertainty Estimation with Deep Learning for Rainfall-Runoff Modelling. - Daniel Klotz; Frederik Kratzert; Martin Gauch; Alden Keefe Sampson; Günter Klambauer; Sepp Hochreiter; Grey Nearing (CoRR, 2020)

MC-LSTM: Mass-Conserving LSTM. - Pieter-Jan Hoedt; Frederik Kratzert; Daniel Klotz; Christina Halmich; Markus Holzleitner; Grey Nearing; Sepp Hochreiter; Günter Klambauer (ICML, 2021)

Flood forecasting with machine learning models in an operational framework. - Sella Nevo; Efrat Morin; Adi Gerzi Rosenthal; Asher Metzger; Chen Barshai; Dana Weitzner; Dafi Voloshin; Frederik Kratzert; Gal Elidan; Gideon Dror; Gregory Begelman; Grey Nearing; et al. (CoRR, 2021)

NeuralHydrology - A Python library for Deep Learning research in hydrology. - Frederik Kratzert; Martin Gauch; Grey Nearing; Daniel Klotz (J. Open Source Softw., 2022)

AI Increases Global Access to Reliable Flood Forecasts. - Grey Nearing; Deborah Cohen; Vusumuzi Dube; Martin Gauch; Oren Gilon; Shaun Harrigan; Avinatan Hassidim; Frederik Kratzert; Asher Metzger; Sella Nevo; Florian Pappenberger; Christel Prudhomme; et al. (CoRR, 2023)

Caravan MultiMet: Extending Caravan with Multiple Weather Nowcasts and Forecasts. - Guy Shalev; Frederik Kratzert (CoRR, 2024)