Chamara posts
Federated Learning for 6G Networks: Navigating Privacy Benefits and Challenges
The upcoming Sixth Generation (6G) networks aim for fully automated, intelligent network functionalities and services. Therefore, Machine Learning (ML) is essential for these networks. Given
DisLLM: Distributed LLMs for Privacy Assurance in Resource-Constrained Environments
Large Language Models (LLMs) have revolutionized natural language processing, but deploying them in resource-constrained environments and privacy-sensitive domains remains challenging. This paper introduces the Distributed
A survey on privacy of personal and non-personal data in B5G/6G networks
The upcoming Beyond 5G (B5G) and 6G networks are expected to provide enhanced capabilities such asultra-high data rates, dense connectivity, and high scalability. It opens
SHERPA: Explainable Robust Algorithms for Privacy-Preserved Federated Learning in Future Networks to Defend Against Data Poisoning Attacks
With the rapid progression of communication and localisation of big data over billions of devices, distributed Machine Learning (ML) techniques are emerging to cater for
Rec-Def: A Recommendation-based Defence Mechanism for Privacy Preservation in Federated Learning Systems
An emergence of attention and regulations on consumer privacy can be observed over the recent years with the ubiquitous availability of IoT systems handling personal
From Opacity to Clarity: Leveraging XAI for Robust Network Traffic Classification
A wide adoption of Artificial Intelligence (AI) can be observed in recent years over networking to provide zero-touch, full autonomy of services towards the next
Bartlomiej posts
H2020 ROBUST-6G Kick-off meeting
The 4th consortium meeting for the HORIZON 2020 SPATIAL project was hosted by UCD on the 12th of September 2023. The SPATIAL aims to tackle
H2020 SPATIAL Consortium Meeting
The 4th consortium meeting for the HORIZON 2020 SPATIAL project was hosted by UCD on the 12th of September 2023. The SPATIAL aims to tackle
SECURENET 2023
The 1st Summit on Security and Privacy in Future Mobile Networks took place on the 11th of September 2023. The event mainly focuses on the
Need of 6G for the Metaverse Realization
The concept of the Metaverse aims to bring a fully-fledged extended reality environment to provide next generation applications and services. Development of the Metaverse is
DROAD: Demand-aware reconfigurable optically-switched agile data center network
We present a Demand-aware Reconfigurable Data Center Network architecture design (DROAD) with integrated fast-switching optics and space switches that allows dynamic reconfiguration and separation of
FlowVista: Low-bandwidth SDN monitoring driven by business application interaction
Large enterprises are moving towards Software Defined Network (SDN) adoption, where business-critical applications are being deployed on top of highly programmable network components and orchestrated