Applied research in intelligent systems, cybersecurity, and decision support. From prototypes to deployed solutions.
Domain
Methods
Status
CybersecurityXAIRLFLOngoing
AIAgent4Cyber
EU Digital Europe Programme project developing autonomous AI agents for proactive cyber defence. Cognifinity contributes XAI modules, RL-based agent coordination, anomaly detection, and federated learning architecture across a 12-partner consortium.
FNR-funded industrial PhD developing explainable techniques for clustering, classification, and resampling in ML pipelines for financial services. Research conducted at the University of Luxembourg / SnT.
Proof of concept grounding GPT-4o reasoning in live market prices and news via ChromaDB retrieval. Delivers cited, explainable risk insights and real-time Slack alerts on significant price moves.
Industry research collaboration on multi-objective RL for 5G network self-optimisation. Combines operations research with reinforcement learning for adaptive routing, resulting in two peer-reviewed publications.
Research in trust management and Zero Trust security architectures for autonomous driving systems. Conducted at the University of Luxembourg (2020–2025), underpinning the team's expertise in secure autonomous systems.
Research in genomic privacy, homomorphic encryption, and Zero Trust architectures for sensitive biomedical data. Covers privacy-enhancing technologies, blockchain, anti-counterfeiting, and GDPR-aligned security design.
GAN-based cloud removal in satellite imagery, conducted through the International Space Master Programme at the University of Luxembourg (2019–2021). Underpins the team's expertise in remote sensing and geospatial AI.