| Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges ETM Beltrán, MQ Pérez, PMS Sánchez, SL Bernal, G Bovet, MG Pérez, ... IEEE Communications Surveys & Tutorials, 2023 | 298 | 2023 |
| Fedstellar: A platform for decentralized federated learning ETM Beltrán, ÁLP Gómez, C Feng, PMS Sánchez, SL Bernal, G Bovet, ... Expert Systems with Applications 242, 122861, 2024 | 50 | 2024 |
| COnVIDa: COVID-19 multidisciplinary data collection and dashboard ETM Beltrán, MQ Pérez, J Pastor-Galindo, P Nespoli, FJG Clemente, ... Journal of Biomedical Informatics 117, 103760, 2021 | 24 | 2021 |
| SAFECAR: A Brain–Computer Interface and intelligent framework to detect drivers’ distractions ETM Beltrán, MQ Pérez, SL Bernal, GM Pérez, AH Celdrán Expert Systems with Applications 203, 117402, 2022 | 21 | 2022 |
| Noise-based cyberattacks generating fake P300 waves in brain–computer interfaces ET Martínez Beltrán, M Quiles Pérez, S López Bernal, A Huertas Celdrán, ... Cluster Computing, 1-16, 2021 | 15 | 2021 |
| Breaching Subjects’ Thoughts Privacy: A Study with Visual Stimuli and Brain‐Computer Interfaces M Quiles Pérez, ET Martínez Beltrán, S López Bernal, A Huertas Celdrán, ... Journal of Healthcare Engineering 2021 (1), 5517637, 2021 | 13 | 2021 |
| Mitigating communications threats in decentralized federated learning through moving target defense ET Martínez Beltrán, PM Sánchez Sánchez, S López Bernal, G Bovet, ... Wireless Networks, 1-15, 2024 | 12 | 2024 |
| When brain-computer interfaces meet the metaverse: Landscape, demonstrator, trends, challenges, and concerns SL Bernal, MQ Pérez, ETM Beltrán, GM Pérez, AH Celdrán Neurocomputing, 129537, 2025 | 11 | 2025 |
| Analyzing the robustness of decentralized horizontal and vertical federated learning architectures in a non-IID scenario PM Sánchez Sánchez, A Huertas Celdrán, ET Martínez Beltrán, ... Applied Intelligence 54 (8), 6637-6653, 2024 | 11 | 2024 |
| Data fusion in neuromarketing: Multimodal analysis of biosignals, lifecycle stages, current advances, datasets, trends, and challenges MQ Pérez, ETM Beltrán, SL Bernal, EH Prat, LM Del Campo, LF Maimó, ... Information Fusion, 102231, 2024 | 10* | 2024 |
| Dart: A solution for decentralized federated learning model robustness analysis C Feng, AH Celdrán, J Von der Assen, ETM Beltrán, G Bovet, B Stiller Array, 100360, 2024 | 8 | 2024 |
| & Celdrán, AH (2023). Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges ETM Beltrán, MQ Pérez, PMS Sánchez, SL Bernal, G Bovet, MG Pérez IEEE Communications Surveys & Tutorials, 0 | 7 | |
| Sentinel: An Aggregation Function to Secure Decentralized Federated Learning C Feng, AH Celdran, J Baltensperger, ETM Beltran, G Bovet, B Stiller arXiv preprint arXiv:2310.08097, 2023 | 6 | 2023 |
| Studying Drowsiness Detection Performance while Driving through Scalable Machine Learning Models using Electroencephalography JMH Rogel, ETM Beltrán, MQ Pérez, SL Bernal, GM Pérez, AH Celdrán arXiv preprint arXiv:2209.04048, 2022 | 6 | 2022 |
| SecBrain: A Framework to Detect Cyberattacks Revealing Sensitive Data in Brain-Computer Interfaces ETM Beltrán, MQ Pérez, SL Bernal, AH Celdrán, GM Pérez Advances in Malware and Data-Driven Network Security, 176-198, 2022 | 6 | 2022 |
| Studying Drowsiness Detection Performance While Driving Through Scalable Machine Learning Models Using Electroencephalography JM Hidalgo Rogel, ET Martínez Beltrán, M Quiles Pérez, S López Bernal, ... Cognitive Computation, 1-15, 2024 | 4 | 2024 |
| TemporalFED: Detecting cyberattacks in industrial time-series data using decentralized federated learning ÁLP Gómez, ETM Beltrán, PMS Sánchez, AH Celdrán arXiv preprint arXiv:2308.03554, 2023 | 4* | 2023 |
| Analyzing the impact of Driving tasks when detecting emotions through brain–computer interfaces M Quiles Pérez, ET Martínez Beltrán, S López Bernal, G Martínez Pérez, ... Neural Computing and Applications 35 (12), 8883-8901, 2023 | 4 | 2023 |
| Opportunities for standardization in emergency scenarios in the European Union SL Bernal, MQ Pérez, ETM Beltrán, MCM Curto, Y Yanakiev, MG Pérez, ... International Journal of Medical Informatics 179, 105232, 2023 | 3 | 2023 |
| Fedstellar: a platform for training models in a privacy-preserving and decentralized fashion ET Martínez Beltrán, PM Sánchez Sánchez, S López Bernal, G Bovet, ... Proceedings of the International Joint Conference on Artificial Intelligence …, 2023 | 2 | 2023 |
