Improving the Security and QoE in Mobile Devices through an Intelligent and Adaptive Continuous Authentication System. - José María Jorquera Valero; Pedro Miguel Sánchez Sánchez; Lorenzo Fernández Maimó; Alberto Huertas Celdrán; Marcos Arjona Fernández; Sergio De Los Santos Vílchez; Gregorio Martínez Pérez (Sensors, 2018)

Securing Smart Offices Through an Intelligent and Multi-device Continuous Authentication System. - Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Lorenzo Fernández Maimó; Gregorio Martínez Pérez; Guojun Wang 001 (iSCI, 2019)

Authcode - Dataset. - Pedro Miguel Sánchez Sánchez; Lorenzo Fernández Maimó; Alberto Huertas Celdrán; Gregorio Martínez Pérez (IEEE DataPort, 2020)

BEHACOM. - Pedro Miguel Sánchez Sánchez; José María Jorquera Valero; Mattia Zago; Alberto Huertas Celdrán; Lorenzo Fernández Maimó; Eduardo López Bernal; Sergio López Bernal; Javier Martínez Valverde; Pantaleone Nespoli; Javier Pastor-Galindo; Ángel Luis Perales Gómez; Manuel Gil Pérez; et al. (IEEE DataPort, 2020)

AuthCODE: A privacy-preserving and multi-device continuous authentication architecture based on machine and deep learning. - Pedro Miguel Sánchez Sánchez; Lorenzo Fernández Maimó; Alberto Huertas Celdrán; Gregorio Martínez Pérez (Comput. Secur., 2021)

A Survey on Device Behavior Fingerprinting: Data Sources, Techniques, Application Scenarios, and Datasets. - Pedro Miguel Sánchez Sánchez; José María Jorquera Valero; Alberto Huertas Celdrán; Gérôme Bovet; Manuel Gil Pérez; Gregorio Martínez Pérez (IEEE Commun. Surv. Tutorials, 2021)

Federated Learning for Malware Detection in IoT Devices. - Valerian Rey; Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Gérôme Bovet; Martin Jaggi (CoRR, 2021)

Can Evil IoT Twins Be Identified? Now Yes, a Hardware Behavioral Fingerprinting Methodology. - Pedro Miguel Sánchez Sánchez; José María Jorquera Valero; Alberto Huertas Celdrán; Gérôme Bovet; Manuel Gil Pérez; Gregorio Martínez Pérez (CoRR, 2021)

RITUAL: a Platform Quantifying the Trustworthiness of Supervised Machine Learning. - Alberto Huertas Celdrán; Jan Bauer; Melike Demirci; Joel Leupp; Muriel Figueredo Franco; Pedro Miguel Sánchez Sánchez; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (CNSM, 2022)

Intelligent Fingerprinting to Detect Data Leakage Attacks on Spectrum Sensors. - Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (ICC, 2022)

Policy-based and Behavioral Framework to Detect Ransomware Affecting Resource-constrained Sensors. - Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Eder J. Scheid; Timucin Besken; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (NOMS, 2022)

Federated learning for malware detection in IoT devices. - Valerian Rey; Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Gérôme Bovet (Comput. Networks, 2022)

CyberSpec: Intelligent Behavioral Fingerprinting to Detect Attacks on Crowdsensing Spectrum Sensors. - Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (CoRR, 2022)

Analyzing the Robustness of Decentralized Horizontal and Vertical Federated Learning Architectures in a Non-IID Scenario. - Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Enrique Tomás Martínez Beltrán; Daniel Demeter; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (CoRR, 2022)

Trust-as-a-Service: A reputation-enabled trust framework for 5G networks. - José María Jorquera Valero; Pedro Miguel Sánchez Sánchez; Manuel Gil Pérez; Alberto Huertas Celdrán; Gregorio Martínez Pérez (CoRR, 2022)

Toward pre-standardization of reputation-based trust models beyond 5G. - José María Jorquera Valero; Pedro Miguel Sánchez Sánchez; Manuel Gil Pérez; Alberto Huertas Celdrán; Gregorio Martínez Pérez (Comput. Stand. Interfaces, 2022)

Design of a Security and Trust Framework for 5G Multi-domain Scenarios. - José María Jorquera Valero; Pedro Miguel Sánchez Sánchez; Alexios Lekidis; Javier Fernandez Hidalgo; Manuel Gil Pérez; Muhammad Shuaib Siddiqui; Alberto Huertas Celdrán; Gregorio Martínez Pérez (J. Netw. Syst. Manag., 2022)

Creation of a Dataset Modeling the Behavior of Malware Affecting the Confidentiality of Data Managed by IoT Devices. - Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Fabio Sisi; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (Robotics and AI for Cybersecurity and Critical Infrastructure in Smart Cities, 2022)

LWHBench Dataset. - Pedro Miguel Sánchez Sánchez; José María Jorquera Valero; Alberto Huertas Celdrán; Gérôme Bovet; Manuel Gil Pérez; Gregorio Martínez Pérez (IEEE DataPort, 2022)

MalwSpecSys: A Dataset Containing Syscalls of an IoT Spectrum Sensor Affected by Heterogeneous Malware. - Ramon Solo de Zaldivar; Alberto Huertas Celdrán; Jan von der Assen; Pedro Miguel Sánchez Sánchez; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (IEEE DataPort, 2022)

A Framework Quantifying Trustworthiness of Supervised Machine and Deep Learning Models. - Alberto Huertas Celdrán; Jan Kreischer; Melike Demirci; Joel Leupp; Pedro Miguel Sánchez Sánchez; Muriel Figueredo Franco; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (SafeAI@AAAI, 2023)

RansomAI: AI-Powered Ransomware for Stealthy Encryption. - Jan von der Assen; Alberto Huertas Celdrán; Janik Luechinger; Pedro Miguel Sánchez Sánchez; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (GLOBECOM, 2023)

A Lightweight Moving Target Defense Framework for Multi-purpose Malware Affecting IoT Devices. - Jan von der Assen; Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Jordan Cedeño; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (ICC, 2023)

Fedstellar: A Platform for Training Models in a Privacy-preserving and Decentralized Fashion. - Enrique Tomás Martínez Beltrán; Pedro Miguel Sánchez Sánchez; Sergio López Bernal; Gérôme Bovet; Manuel Gil Pérez; Gregorio Martínez Pérez; Alberto Huertas Celdrán (IJCAI, 2023)

Stealth Spectrum Sensing Data Falsification Attacks Affecting IoT Spectrum Monitors on the Battlefield. - Pedro Miguel Sánchez Sánchez; Enrique Tomás Martínez Beltrán; Alberto Huertas Celdrán; Robin Wassink; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (MILCOM, 2023)

Early Detection of Cryptojacker Malicious Behaviors on IoT Crowdsensing Devices. - Alberto Huertas Celdrán; Jan von der Assen; Konstantin Moser; Pedro Miguel Sánchez Sánchez; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (NOMS, 2023)

Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges. - Enrique Tomás Martínez Beltrán; Mario Quiles Pérez; Pedro Miguel Sánchez Sánchez; Sergio López Bernal; Gérôme Bovet; Manuel Gil Pérez; Gregorio Martínez Pérez; Alberto Huertas Celdrán (IEEE Commun. Surv. Tutorials, 2023)

Single-board Device Individual Authentication based on Hardware Performance and Anomaly Detection for Crowdsensing Platforms. - Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Gérôme Bovet; Gregorio Martínez Pérez (CoRR, 2023)

TemporalFED: Detecting Cyberattacks in Industrial Time-Series Data Using Decentralized Federated Learning. - Ángel Luis Perales Gómez; Enrique Tomás Martínez Beltrán; Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán (CoRR, 2023)

Assessing the Sustainability and Trustworthiness of Federated Learning Models. - Alberto Huertas Celdrán; Chao Feng 001; Pedro Miguel Sánchez Sánchez; Lynn Zumtaugwald; Gérôme Bovet; Burkhard Stiller (CoRR, 2023)

A methodology to identify identical single-board computers based on hardware behavior fingerprinting. - Pedro Miguel Sánchez Sánchez; José María Jorquera Valero; Alberto Huertas Celdrán; Gérôme Bovet; Manuel Gil Pérez; Gregorio Martínez Pérez (J. Netw. Comput. Appl., 2023)

Privacy-Preserving and Syscall-Based Intrusion Detection System for IoT Spectrum Sensors Affected by Data Falsification Attacks. - Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Chao Feng 001; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (IEEE Internet Things J., 2023)

Intelligent and behavioral-based detection of malware in IoT spectrum sensors. - Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Miguel Azorín Castillo; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (Int. J. Inf. Sec., 2023)

LwHBench: A low-level hardware component benchmark and dataset for Single Board Computers. - Pedro Miguel Sánchez Sánchez; José María Jorquera Valero; Alberto Huertas Celdrán; Gérôme Bovet; Manuel Gil Pérez; Gregorio Martínez Pérez (Internet Things, 2023)

Trust-as-a-Service: A reputation-enabled trust framework for 5G network resource provisioning. - José María Jorquera Valero; Pedro Miguel Sánchez Sánchez; Manuel Gil Pérez; Alberto Huertas Celdrán; Gregorio Martínez Pérez (Comput. Commun., 2023)

Cutting-Edge Assets for Trust in 5G and Beyond: Requirements, State of the Art, Trends, and Challenges. - José María Jorquera Valero; Pedro Miguel Sánchez Sánchez; Manuel Gil Pérez; Alberto Huertas Celdrán; Gregorio Martínez Pérez (ACM Comput. Surv., 2023)

Behavioral fingerprinting to detect ransomware in resource-constrained devices. - Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Jan von der Assen; Dennis Shushack; Ángel Luis Perales Gómez; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (Comput. Secur., 2023)

Evaluating the impact of contextual information on the performance of intelligent continuous authentication systems. - Pedro Miguel Sánchez Sánchez; Adrián Abenza Cano; Alberto Huertas Celdrán; Gregorio Martínez Pérez (ARES, 2024)

Unlocking the Potential of Knowledge Graphs: A Cyber Defense Ontology for a Knowledge Representation and Reasoning System. - José María Jorquera Valero; Antonio López Martínez; Pedro Miguel Sánchez Sánchez; Daniel Navarro-Martínez; Rodrigo Varas López; Javier Ignacio Rojo Lacal; Antonio Lopez Vivar; Marco Antonio Sotelo Monge; Manuel Gil Pérez; Gregorio Martínez Pérez (ARES, 2024)

Sentinel: An Aggregation Function to Secure Decentralized Federated Learning. - Chao Feng 001; Alberto Huertas Celdrán; Janosch Baltensperger; Enrique Tomás Martínez Beltrán; Pedro Miguel Sánchez Sánchez; Gérôme Bovet; Burkhard Stiller (ECAI, 2024)

Transfer Learning in Pre-Trained Large Language Models for Malware Detection Based on System Calls. - Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Gérôme Bovet; Gregorio Martínez Pérez (MILCOM, 2024)

Robust Federated Learning for execution time-based device model identification under label-flipping attack. - Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; José Rafael Buendía Rubio; Gérôme Bovet; Gregorio Martínez Pérez (Clust. Comput., 2024)

ProFe: Communication-Efficient Decentralized Federated Learning via Distillation and Prototypes. - Pedro Miguel Sánchez Sánchez; Enrique Tomás Martínez Beltrán; Miguel Fernández Llamas; Gérôme Bovet; Gregorio Martínez Pérez; Alberto Huertas Celdrán (CoRR, 2024)

Corrigendum to "Fedstellar: A platform for decentralized federated learning" [Expert Syst. Appl. 242 (2024) 122861]. - Enrique Tomás Martínez Beltrán; Ángel Luis Perales Gómez; Chao Feng 001; Pedro Miguel Sánchez Sánchez; Pedro Guijas Bravo; Sergio López Bernal; Gérôme Bovet; Manuel Gil Pérez; Gregorio Martínez Pérez; Alberto Huertas Celdrán (Expert Syst. Appl., 2024)

Fedstellar: A Platform for Decentralized Federated Learning. - Enrique Tomás Martínez Beltrán; Ángel Luis Perales Gómez; Chao Feng 001; Pedro Miguel Sánchez Sánchez; Sergio López Bernal; Gérôme Bovet; Manuel Gil Pérez; Gregorio Martínez Pérez; Alberto Huertas Celdrán (Expert Syst. Appl., 2024)

CyberSpec: Behavioral Fingerprinting for Intelligent Attacks Detection on Crowdsensing Spectrum Sensors. - Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (IEEE Trans. Dependable Secur. Comput., 2024)

Studying the Robustness of Anti-Adversarial Federated Learning Models Detecting Cyberattacks in IoT Spectrum Sensors. - Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Timo Schenk; Adrian Lars Benjamin Iten; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (IEEE Trans. Dependable Secur. Comput., 2024)

RL and Fingerprinting to Select Moving Target Defense Mechanisms for Zero-Day Attacks in IoT. - Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Jan von der Assen; Timo Schenk; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (IEEE Trans. Inf. Forensics Secur., 2024)

Single-board device individual authentication based on hardware performance and autoencoder transformer models. - Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Gérôme Bovet; Gregorio Martínez Pérez (Comput. Secur., 2024)

Adversarial attacks and defenses on ML- and hardware-based IoT device fingerprinting and identification. - Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Gérôme Bovet; Gregorio Martínez Pérez (Future Gener. Comput. Syst., 2024)

FederatedTrust: A solution for trustworthy federated learning. - Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Ning Xie; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (Future Gener. Comput. Syst., 2024)

Analyzing the robustness of decentralized horizontal and vertical federated learning architectures in a non-IID scenario. - Pedro Miguel Sánchez Sánchez; Alberto Huertas Celdrán; Enrique Tomás Martínez Pérez; Daniel Demeter; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (Appl. Intell., 2024)

Mitigating communications threats in decentralized federated learning through moving target defense. - Enrique Tomás Martínez Beltrán; Pedro Miguel Sánchez Sánchez; Sergio López Bernal; Gérôme Bovet; Manuel Gil Pérez; Gregorio Martínez Pérez; Alberto Huertas Celdrán (Wirel. Networks, 2024)

CyberForce: A Federated Reinforcement Learning Framework for Malware Mitigation. - Chao Feng 001; Alberto Huertas Celdrán; Pedro Miguel Sánchez Sánchez; Jan Kreischer; Jan von der Assen; Gérôme Bovet; Gregorio Martínez Pérez; Burkhard Stiller (IEEE Trans. Dependable Secur. Comput., 2025)

S-VOTE: Similarity-based Voting for Client Selection in Decentralized Federated Learning. - Pedro Miguel Sánchez Sánchez; Enrique Tomás Martínez Beltrán; Chao Feng 001; Gérôme Bovet; Gregorio Martínez Pérez; Alberto Huertas Celdrán (CoRR, 2025)

Evaluating Compact LLMs for Zero-Shot Iberian Language Tasks on End-User Devices. - Luís Couto Seller; Íñigo Sanz Torres; Adrian Vogel-Fernandez; Carlos González Carballo; Pedro Miguel Sánchez Sánchez; Adrián Carruana Martín; Enrique De Miguel Ambite (CoRR, 2025)