Composing Modeling And Simulation With Machine Learning In Julia. - Chris Rackauckas; Maja Gwózdz; Anand Jain; Yingbo Ma; Francesco Martinuzzi; Utkarsh Rajput; Elliot Saba; Viral B. Shah; Ranjan Anantharaman; Alan Edelman; Shashi Gowda; Avik Pal; et al. (ANNSIM, 2022)

ReservoirComputing.jl: An Efficient and Modular Library for Reservoir Computing Models. - Francesco Martinuzzi; Chris Rackauckas; Anas Abdelrehim; Miguel D. Mahecha; Karin Mora (J. Mach. Learn. Res., 2022)

Recurrent Neural Networks for Modelling Gross Primary Production. - David Montero 001; Miguel D. Mahecha; Francesco Martinuzzi; César Aybar; Anne Klosterhalfen; Alexander Knohl; Franziska Koebsch; Jesús Anaya; Sebastian Wieneke (IGARSS, 2024)

DeepExtremeCubes: Integrating Earth system spatio-temporal data for impact assessment of climate extremes. - Chaonan Ji; Tonio Fincke; Vitus Benson; Gustau Camps-Valls; Miguel-Ángel Fernández-Torres; Fabian Gans; Guido Kraemer; Francesco Martinuzzi; David Montero 001; Karin Mora; Oscar J. Pellicer-Valero; Claire Robin; et al. (CoRR, 2024)

AI for Extreme Event Modeling and Understanding: Methodologies and Challenges. - Gustau Camps-Valls; Miguel-Ángel Fernández-Torres; Kai-Hendrik Cohrs; Adrian Höhl; Andrea Castelletti; Aytac Pacal; Claire Robin; Francesco Martinuzzi; Ioannis Papoutsis; Ioannis Prapas; Jorge Pérez-Aracil; Katja Weigel; et al. (CoRR, 2024)

Earth System Data Cubes: Avenues for advancing Earth system research. - David Montero 001; Guido Kraemer; Anca Anghelea; César Aybar; Gunnar Brandt; Gustau Camps-Valls; Felix Cremer; Ida Flik; Fabian Gans; Sarah Habershon; Chaonan Ji; Teja Kattenborn; et al. (CoRR, 2024)

A sensitivity analysis of cellular automata and heterogeneous topology networks: partially-local cellular automata and homogeneous homogeneous random boolean networks. - Tom Eivind Glover; Ruben Jahren; Francesco Martinuzzi; Pedro G. Lind; Stefano Nichele (Int. J. Parallel Emergent Distributed Syst., 2025)

Minimal Deterministic Echo State Networks Outperform Random Reservoirs in Learning Chaotic Dynamics. - Francesco Martinuzzi (CoRR, 2025)