26 citations · 35 across the 8 of their papers we have counts for
10 papers
Deep Learning based Moving Target Defence for Federated Learning against Poisoning Attack in MEC Systems with a 6G Wireless Model
Somayeh Kianpisheh, Tarik Taleb, Jari Iinatti +1
Collaboration opportunities for devices are facilitated with Federated Learning (FL). Edge computing facilitates aggregation at edge and reduces latency. To deal with model poisoni…
Deep Learning Based Service Composition in Integrated Aerial-Terrestrial Networks
Mohammad Farhoudi, Masoud Shokrnezhad, Somayeh Kianpisheh +1
The explosive growth of user devices and emerging applications is driving unprecedented traffic demands, accompanied by stringent Quality of Service (QoS) requirements. Addressing…
Multi-Model based Federated Learning Against Model Poisoning Attack: A Deep Learning Based Model Selection for MEC Systems
Somayeh Kianpisheh, Chafika Benzaid, Tarik Taleb
Federated Learning (FL) enables training of a global model from distributed data, while preserving data privacy. However, the singular-model based operation of FL is open with uplo…
External Memories of PDP Switches for In-Network Implementable Functions Placement: Deep Learning Based Reconfiguration of SFCs
Somayeh Kianpisheh, Tarik Taleb
Network function virtualization leverages programmable data plane switches to deploy in-network implementable functions, to improve QoS. The memories of switches can be extended th…
Deep Reinforcement Learning-based Content Migration for Edge Content Delivery Networks with Vehicular Nodes
Sepideh Malektaji, Amin Ebrahimzadeh, Halima Elbiaze +2
With the explosive demands for data, content delivery networks are facing ever-increasing challenges to meet end-users quality-of-experience requirements, especially in terms of de…
A Comprehensive Survey of the Tactile Internet: State of the art and Research Directions
N. Promwongsa, A. Ebrahimzadeh, D. Naboulsi +5
The Internet has made several giant leaps over the years, from a fixed to a mobile Internet, then to the Internet of Things, and now to a Tactile Internet. The Tactile Internet goe…
Application Components Migration in NFV-based Hybrid Cloud/Fog Systems
Seyedeh Negar Afrasiabi, Somayeh Kianpisheh, Carla Mouradian +2
Fog computing extends the cloud to the edge of the network, close to the end-users enabling the deployment of some application component in the fog while others in the cloud. Netwo…
Application Component Placement in NFV-based Hybrid Cloud/Fog Systems with Mobile Fog Nodes
Carla Mouradian, Somayeh Kianpisheh, Mohammad Abu-Lebdeh +3
Fog computing reduces the latency induced by distant clouds by enabling the deployment of some application components at the edge of the network, on fog nodes, while keeping others…
Application Component Placement in NFV-based Hybrid Cloud/Fog Systems
Carla Mouradian, Somayeh Kianpisheh, Roch H. Glitho
Applications are sets of interacting components that can be executed in sequence, in parallel, or by using more complex constructs such as selections and loops. They can, therefore…
Online VNF Placement and Chaining for Value-added Services in Content Delivery Networks
Narjes Tahghigh Jahromi, Somayeh Kianpisheh, Roch H. Glitho
Value-added Services (VASs) (e.g. dynamic site acceleration, media management) play a critical role in Content Delivery Networks (CDNs). Network Functions Virtualization (NFV) enab…