The National Edge AI Hub is driving transformative impact across research, policy, industry, and national capability in edge AI and cyber resilience. Its work spans from foundational advances in machine learning for constrained and distributed systems to real world deployment with industry and government partners, shaping both the technical frontier and the strategic direction of secure intelligent systems in the UK and internationally.
Research excellence and technical innovation
Established international leadership in edge AI and cyber-resilience through rapid growth, high-impact delivery, and wide engagement.
Developed novel AI safety, assurance, and resilience frameworks that address emerging risks associated with foundation models, distributed AI systems, and cyber-physical infrastructure, including LLM Assurance and Safe ML (Hull University), adversarial robustness, secure IoT and federated learning defence (University of Warwick) and the establishment of the AI Safety Lab (Newcastle University).
Generated intellectual property and translational research outputs, including patents, award-nominated technologies, and deployable frameworks.
Published 110+ peer-reviewed papers in the last two years in flagship AI and systems research venues, including CVPR, AAAI, ICML, IJCNN, BigData, IEEE CDS, Pattern Recognition, Artificial Intelligence (AIJ), Neural Networks, Information Sciences, Information Fusion, ACM CSUR, IEEE COMST, and multiple IEEE/ACM Transactions, including TPAMI, TC, TPDS, TCC, TKDE, TAAS, TAI, and TCCN.
Advanced interdisciplinary research across AI, cybersecurity, communications, healthcare, robotics, and cyber-physical systems.
Policy influence and thought leadership
Influenced UK policy through parliamentary engagement, including leading a roundtable at the UK Parliament on the forthcoming Cybersecurity and Resilience Bill, and contributing to the UK Parliamentary POSTnote and Labour Tech white paper.
Supported the wider research community by organising international seminars, national symposia, workshops, and invited keynote talks at international conferences.
Showcased impact nationally and internationally, including during the visit of the UK Science Minister, Rt Hon Lord Patrick Vallance, and through engagement with the iTrust Center for Cyber-Physical Systems in Singapore, the Global AI Impact Summit (2026) in New Delhi, India, and ClIMB25 in Leeds, UK.
Members appointed to influential national and international advisory and governance bodies (Dr Jennifer Williams appointed to ISCA Board, IEEE Signal Processing Society Education Board, and NIST VITAL Group. Dr He Ligang joining the EPSRC Frontiers ICT Group.)
Industry engagement and real world impact
Delivered impact across multiple sectors including healthcare, telecommunications, manufacturing, cyber security, transportation, and smart infrastructure.
Built strong industry partnerships with Graybx, Leonardo, Sekai, New Icon, Methodica, Lenovo, Smart Outdoors, Niobium Microsystems, IoTech, Thales, Aircards, Intel, and NVIDIA.
Supported technology translation and commercialisation through demonstrations of deployable solutions.
Delivered several industry-funded projects, completed or ongoing, with a combined value of more than £1.5 million.
Generated impact for UK industry by addressing key challenges in AI adoption, safety, and cyber resilience.
Funding growth and strategic capacity building
Secured additional strategic funding, including joining the £16.7m National ICT Knowledge Center to strengthen the UK’s capacity to design next-generation electronic systems.
Secured funding through open, competitive calls from Horizon Europe 6G-PATH and the UKRI National Federated Compute Services (NFCS) NetworkPlus project.
Institutional legacy and recognition
Delivered a hallmark legacy through the establishment of the Centre for AI Safety at Newcastle University, serving the needs of UK industry and academia.
Received major recognition and awards, including the Distinguished Scholar Award Laureate from the National Academy of AI, awarded to the Hub Director Prof Rajiv Ranjan.
International Leadership and Collaboration
Developed strategic partnerships with leading international institutions including the Singapore University of Technology and Design (SUTD), the iTrust Centre for Cyber-Physical Systems Security, European research partners, and collaborators in India and Japan.
Increased the global visibility of UK research through participation in international summits, keynote presentations, research exchanges, and joint research initiatives.
Facilitated international knowledge transfer and innovation in edge AI, AI safety, cyber resilience, and next-generation communications technologies.
Health and Societal Impact
Enabled the development of privacy-preserving and explainable AI approaches for healthcare applications, including diagnostics, patient monitoring, and assisted living technologies.
Supported equitable access to healthcare innovation through research on federated learning and secure medical data sharing.
Increased public awareness and understanding of AI through public engagement activities, media appearances, webinars, podcasts, and community-facing events.