Training deep neural networks: a static load balancing approach - Moreno-Álvarez, S.; Haut, J.M.; Paoletti, M.E.; Rico-Gallego, J.A.; Díaz-Martín, J.C.; Plaza, J. (Journal of Supercomputing, 2020)

Heterogeneous model parallelism for deep neural networks - Moreno-Alvarez, S.; Haut, J.M.; Paoletti, M.E.; Rico-Gallego, J.A. (Neurocomputing, 2021)

Distributed Deep Learning for Remote Sensing Data Interpretation - Haut, J.M.; Paoletti, M.E.; Moreno-Alvarez, S.; Plaza, J.; Rico-Gallego, J.-A.; Plaza, A. (Proceedings of the IEEE, 2021)

Deep mixed precision for hyperspectral image classification - Paoletti, M.E.; Tao, X.; Haut, J.M.; Moreno-Álvarez, S.; Plaza, A. (Journal of Supercomputing, 2021)

Multiple Attention-Guided Capsule Networks for Hyperspectral Image Classification - Paoletti, M.E.; Moreno-Alvarez, S.; Haut, J.M. (IEEE Transactions on Geoscience and Remote Sensing, 2022)

Heterogeneous gradient computing optimization for scalable deep neural networks - Moreno-Álvarez, S.; Paoletti, M.E.; Rico-Gallego, J.A.; Haut, J.M. (Journal of Supercomputing, 2022)

Remote Sensing Image Classification Using CNNs With Balanced Gradient for Distributed Heterogeneous Computing - Moreno-Alvarez, S.; Paoletti, M.E.; Cavallaro, G.; Rico, J.A.; Haut, J.M. (IEEE Geoscience and Remote Sensing Letters, 2022)

Optimizing Distributed Deep Learning in Heterogeneous Computing Platforms for Remote Sensing Data Classification - Moreno-Alvarez, S.; Paoletti, M.E.; Rico, J.A.; Cavallaro, G.; Haut, J.M. (International Geoscience and Remote Sensing Symposium (IGARSS), 2022)

Deep Attention-Driven HSI Scene Classification Based on Inverted Dot-Product - Paoletti, M.E.; Tao, X.; Han, L.; Wu, Z.; Moreno-Alvarez, S.; Haut, J.M. (International Geoscience and Remote Sensing Symposium (IGARSS), 2022)

Analytical Communication Performance Models as a metric in the partitioning of data-parallel kernels on heterogeneous platforms - Rico-Gallego, J.A.; Díaz-Martín, J.C.; Calvo-Jurado, C.; Moreno-Álvarez, S.; García-Zapata, J.L. (Journal of Supercomputing, 2019)

A tool to assess the communication cost of parallel kernels on heterogeneous platforms - Rico-Gallego, J.A.; Moreno-Álvarez, S.; Díaz-Martín, J.C.; Lastovetsky, A.L. (Journal of Supercomputing, 2020)

Performance evaluation of model-driven partitioning algorithms for data-parallel kernels on heterogeneous platforms - Rico-Gallego, J.A.; Díaz-Martín, J.C.; Moreno-Álvarez, S.; Calvo-Jurado, C.; García-Zapata, J.L. (Computational and Mathematical Methods, 2020)

A Comprehensive Survey of Imbalance Correction Techniques for Hyperspectral Data Classification - Paoletti, M.E.; Mogollon-Gutierrez, O.; Moreno-Alvarez, S.; Sancho, J.C.; Haut, J.M. (IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023)

AAtt-CNN: Automatic Attention-Based Convolutional Neural Networks for Hyperspectral Image Classification - Paoletti, M.E.; Moreno, S.-A.; Xue, Y.; Haut, J.M.; Plaza, A. (IEEE Transactions on Geoscience and Remote Sensing, 2023)

Cloud Implementation of Extreme Learning Machine for Hyperspectral Image Classification - Haut, J.M.; Moreno-Alvarez, S.; Moreno-Avila, E.; Ayma, V.A.; Pastor-Vargas, R.; Paoletti, M.E. (IEEE Geoscience and Remote Sensing Letters, 2023)

Parameter-Free Attention Network for Spectral-Spatial Hyperspectral Image Classification - Paoletti, M.E.; Tao, X.; Han, L.; Wu, Z.; Moreno, S.; Roy, S.K.; Plaza, A.; Haut, J.M. (IEEE Transactions on Geoscience and Remote Sensing, 2023)

Enhancing Distributed Neural Network Training Through Node-Based Communications - Moreno-Alvarez, S.; Paoletti, M.E.; Cavallaro, G.; Haut, J.M. (IEEE Transactions on Neural Networks and Learning Systems, 2024)

Cloud-Based Analysis of Large-Scale Hyperspectral Imagery for Oil Spill Detection - Haut, J.M.; Moreno-Alvarez, S.; Pastor-Vargas, R.; Perez-Garcia, A.; Paoletti, M.E. (IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2024)

Hashing for Retrieving Long-Tailed Distributed Remote Sensing Images - Han, L.; Paoletti, M.E.; Moreno-Alvarez, S.; Haut, J.M.; Pastor-Vargas, R.; Plaza, A. (IEEE Transactions on Geoscience and Remote Sensing, 2024)

Federated learning meets remote sensing - Moreno-Álvarez, S.; Paoletti, M.E.; Sanchez-Fernandez, A.J.; Rico-Gallego, J.A.; Han, L.; Haut, J.M. (Expert Systems with Applications, 2024)

Self-Supervised Learning on Small In-Domain Datasets Can Overcome Supervised Learning in Remote Sensing - Sanchez-Fernandez, A.J.; Moreno-Alvarez, S.; Rico-Gallego, J.A.; Tabik, S. (IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2024)

Hyperspectral Image Analysis Using Cloud-Based Support Vector Machines - Haut, J.M.; Franco-Valiente, J.M.; Paoletti, M.E.; Moreno-Álvarez, S.; Pardo-Diaz, A. (SN Computer Science, 2024)

Deep Robust Hashing Using Self-Distillation for Remote Sensing Image Retrieval - Han, L.; Paoletti, M.E.; Moreno-Álvarez, S.; Haut, J.M.; Plaza, A.J. (International Geoscience and Remote Sensing Symposium (IGARSS), 2024)

Correlation-Aware Averaging for Federated Learning in Remote Sensing Data Classification - Moreno-Álvarez, S.; Han, L.; Paoletti, M.E.; Haut, J.M. (International Geoscience and Remote Sensing Symposium (IGARSS), 2024)

Deep shared proxy construction hashing for cross-modal remote sensing image fast target retrieval - Han, L.; Paoletti, M.E.; Moreno-Álvarez, S.; Haut, J.M.; Plaza, A. (ISPRS Journal of Photogrammetry and Remote Sensing, 2024)

A Novel Spectral-Spatial Attention Network for Zero-Shot Pansharpening - Lu,H.; Paoletti,M.E.; Haut,J.M.; Moreno-Alvarez,S.; Chen,G.; Jing,W. (IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025)

A Spanish Language Proficiency Dataset for AI Evaluation - Peñas,A.; Rodrigo,Á.; Fruns-Jiménez,J.; Soria-Pastor,I.; Moreno-Álvarez,S.; Pérez,A.; Reyes-Montesinos,J. (Information (Switzerland), 2026)

Handling Large Volumes of Hyperspectral Data - Han,L.; Moreno-Álvarez,S. (Advances in Computer Vision and Pattern Recognition, 2026)

Condensed and Discriminative Feature Encoding for Remote Sensing Image Retrieval - Han,L.; Ge,Y.; Paoletti,M.E.; Moreno-Alvarez,S.; Xu,Y.; Haut,J.M. (IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2026)