Smooth and Compactly Supported Viscous Sub-cell Shock Capturing for Discontinuous Galerkin Methods. - Jan Glaubitz; Alberto Costa Nogueira Jr.; João Lucas de Sousa Almeida; R. F. Cantão; C. A. C. Silva (J. Sci. Comput., 2019)

Reduced Order Modeling of Dynamical Systems Using Artificial Neural Networks Applied to Water Circulation. - Alberto Costa Nogueira; João Lucas de Sousa Almeida; Guillaume Auger; Campbell D. Watson (ISC Workshops, 2020)

Reservoir Computing in Reduced Order Modeling for Chaotic Dynamical Systems. - Alberto Costa Nogueira Jr.; Felipe C. T. Carvalho; João Lucas de Sousa Almeida; Andrés Codas; Eloisa Bentivegna; Campbell D. Watson (ISC Workshops, 2021)

Non-Intrusive Reduced Models based on Operator Inference for Chaotic Systems. - João Lucas de Sousa Almeida; Arthur Cancellieri Pires; Klaus Feine Vaz Cid; Alberto Costa Nogueira Junior (CoRR, 2022)

Detection of methane plumes using Sentinel-2 satellite images and deep neural networks trained on synthetically created label data. - Maciel Zortea; João Lucas de Sousa Almeida; Levente J. Klein; Alberto Costa Nogueira Junior (IEEE Big Data, 2023)

A Machine Learning Pressure Emulator for Hydrogen Embrittlement. - Minh Triet Chau; João Lucas de Sousa Almeida; Elie Alhajjar; Alberto Costa Nogueira Junior (CoRR, 2023)

Reduced-order modeling of the two-dimensional Rayleigh-Bénard convection flow through a non-intrusive operator inference. - Pedro Roberto Barbosa Rocha; João Lucas de Sousa Almeida; Marcos Sebastião De Paula Gomes; Alberto Costa Nogueira Junior (Eng. Appl. Artif. Intell., 2023)

Using Neural Implicit Flow To Represent Latent Dynamics Of Canonical Systems. - Imran Nasim; João Lucas de Sousa Almeida (CoRR, 2024)

Towards Foundation Models for the Industrial Forecasting of Chemical Kinetics. - Imran Nasim; João Lucas de Sousa Almeida (CoRR, 2024)

Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applications. - Daniela Szwarcman; Sujit Roy; Paolo Fraccaro; Þorsteinn Elí Gíslason; Benedikt Blumenstiel; Rinki Ghosal; Pedro Henrique de Oliveira; João Lucas de Sousa Almeida; Rocco Sedona; Yanghui Kang; Srija Chakraborty; Sizhe Wang; et al. (CoRR, 2024)

Nonintrusive Operator Inference for Chaotic Systems. - João Lucas de Sousa Almeida; Arthur Cancellieri Pires; Klaus Feine Vaz Cid; Alberto Costa Nogueira Junior (IEEE Trans. Artif. Intell., 2024)

Multispectral to Hyperspectral using Pretrained Foundational model. - Ruben Gonzalez; Conrad M. Albrecht; Nassim Ait Ali Braham; Devyani Lambhate; João Lucas de Sousa Almeida; Paolo Fraccaro; Benedikt Blumenstiel; Thomas Brunschwiler; Ranjini Bangalore (CoRR, 2025)

TerraTorch: The Geospatial Foundation Models Toolkit. - Carlos Gomes; Benedikt Blumenstiel; João Lucas de Sousa Almeida; Pedro Henrique de Oliveira; Paolo Fraccaro; Francesc Marti Escofet; Daniela Szwarcman; Naomi Simumba; Romeo Kienzler; Bianca Zadrozny (CoRR, 2025)