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Solutions

A curated overview of CSIT’s tangible research outputs, from software and datasets to proof-of-concepts, linked to projects, publications and technology readiness levels.

CSIT · Cyber Security & Intelligence Team · Solutions · CSIT · Cyber Security & Intelligence Team · Solutions · CSIT · Cyber Security & Intelligence Team · Solutions · CSIT · Cyber Security & Intelligence Team · Solutions ·

Software program/product

BASTION Framework - UMU PoC

Beyond Automated Security orchestraTION (BASTION) framework UMU implementation.

Software Accessibility

https://ants-gitlab.inf.um.es/bastion/bastion2

Related Projects

ANASTACIA H2020, INSPIRE-5GPlus, FLUIDOS, RIGOUROUS

License

Specific Software License Agreement

Authors

Antonio Skarmeta, Jose Manuel Bernabé, Rodrigo Asensio, Alejandro Molina Zarca

Dataset

5G network dataset

Dataset containing radio-metrics from a real muli-operator 5G network.

Related Projects

NANCY, ONOFRE-4

Software Accessibility

https://doi.org/10.5281/zenodo.15516876

Date

01/05/2025

Authors

Asensio-Garriga, Rodrigo; Pogo Medina, Anthony Joel; Alarcon-Hellin, Gonzalo; Bernal Escobedo, Luis; Sanchez-Iborra, Ramon; Skarmeta Gómez, Antonio

Dataset

Multi-perspective video dataset

Dataset containing multi-perspective footage of a urban, vehicular scenario.

Related Projects

NANCY, ONOFRE-4

Software Accessibility

https://dx.doi.org/10.21227/he66-fa61

Date

27/10/2025

Authors

Ramon Sanchez-Iborra (University of Murcia), Rodrigo Asensio-Garriga (University of Murcia), Gonzalo Alarcon-Hellin (University of Murcia), Luis Bernal-Escobedo (University of Murcia), Stylianos Trevlakis (InnoCube IKE), Theodoros Tsiftsis (InnoCube IKE), Antonio Skarmeta (University of Murcia)

Designs

LLM output refination workflow

Operational workflow to check and refine LLM outputs in the context of network orchestration.

Related Publications

Upcoming

Related Projects

ONOFRE-4

TRL

TRL 4

Date

15/01/2026

Authors

Francisco Moreno Egea, Jorge Gallego-Madrid, Ramon Sanchez-Iborra

Proof of Concepts (PoC)

Native vehicular communication solution ontop of 5G infrastructure

Functional solution that permits the exchange of native C-ITS message through a cellular (5G) infrastructure.

Related Publications

https://doi.org/10.1109/OJVT.2025.3639895

Related Projects

ONOFRE-4

TRL

TRL 4

Date

03/12/2025

Authors

Maria-Dolores Guerrero, Rodrigo Asensio, Ramon Sanchez-Iborra, Antonio Skarmeta

Software program/product

ML-based eBPF traffic inspector

In-kernel program that examines traffic applying ML models.

Related Publications

https://doi.org/10.1016/j.comnet.2024.110295

Related Projects

NANCY, ONOFRE-3, 5GSAP, CERBERUS

TRL

TRL 5

Date

01/04/2024

Authors

Ramon Sanchez-Iborra, Jorge Gallego-Madrid

Software program/product

Identity wallet (and issuer/verifier)

Software toolset to manage digital identity in the context of SSI and EUDIW, enhanced with privacy-preserving solutions.

Related Projects

Truidentity; TANGO; OLYMPUS

TRL

TRL 7

Date

08/02/2026

Authors

García Rodríguez, Jesús; Skarmeta, Antonio

Software program/product

dpABC

Implementation of a distributed privacy-preserving Attribute-Based Credentials scheme based on PS-MultiSignatures.

Related Projects

OLYMPUS; CS4EU

TRL

TRL 6

Date

08/02/2026

Authors

García Rodríguez, Jesús; Skarmeta, Antonio

Proof of Concepts (PoC)

PP Conformity Certificates

Conformity Certificates for (medical) IoT devices based on p-ABC solutions and trusted execution environments.

Related Projects

ENTRUST

TRL

TRL 5

Date

08/02/2026

Authors

García Rodríguez, Jesús; Skarmeta, Antonio

Software program/product

IDIA-FL

Framework to identify attacks in real-time from network flow features, integrating traffic monitoring and federated learning, with SIEM-ready alerts.

Software Accessibility

https://ants-gitlab.inf.um.es/cybersoc/ai-detection-fl

Related Projects

CyberSOC

TRL

TRL 6

Date

23/01/2026

Authors

Emilio García de la Calera Molina, Pedro Ruzafa Alcázar, Pablo Fernández Saura, Jorge Bernal Bernabé and Antonio Skarmeta

IA Systems

SynthCTI

LLM-driven synthetic cyber threat intelligence (CTI) generation to improve automatic MITRE technique mapping.

Related Publications

https://www.sciencedirect.com/science/article/pii/S0167739X25005266

Related Projects

GLADIATOR

TRL

TRL 4

Authors

Jaime Pujante Sáez, Álvaro Ruiz Ródenas, Mario Rodríguez Béjar, José Luis Hernández Ramos

IA Systems

FedRDF

Robust, dynamic aggregation for federated learning, designed to withstand poisoning attacks.

Related Publications

https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=10713851

Related Projects

REMINDER, INTEGRATOR

TRL

TRL 5

Authors

Enrique Marmol, Aurora Gonzalez Vidal, José Luis Hernández Ramos, Antonio Skarmeta

Software program/product

User Behavior Data Capture App

Opt-in application to collect user behavioral signals for human-factor cybersecurity analysis, with privacy-by-design data handling.

Related Projects

INCENTIVE, INTEGRATOR

TRL

TRL 3

Date

TBD

Authors

Ignacio Ruiz Chicano, Belén Sánchez Pardo, José Luis Hernández Ramos

IA Systems

LLM-based Phishing Simulation Generator

Controlled tool that creates realistic phishing-style messages for security awareness training and defensive testing.

Related Projects

INTEGRATOR

TRL

TRL 3

Date

TBD

Authors

Jaime Pujante Sáez, José Luis Hernández Ramos

IA Systems

IoT anomaly detector

Model that identifies anomalous behavior in IoT traffic and generates alerts.

Related Publications

Conference paper X (DOI/URL)

Related Projects

ORION-5G; CERBERUS-5G

TRL

TRL 5

Date

21/01/2026

Authors

Nombre Apellido; Nombre Apellido