Serverless edge computing—where we are and what lies ahead

P Raith, S Nastic, S Dustdar - IEEE Internet Computing, 2023 - ieeexplore.ieee.org
The edge–cloud continuum combines heterogeneous resources, which are complex to
manage. Serverless edge computing is a suitable candidate to manage the continuum by …

faas‐sim: A trace‐driven simulation framework for serverless edge computing platforms

P Raith, T Rausch, A Furutanpey… - Software: Practice and …, 2023 - Wiley Online Library
This paper presents faas‐sim, a simulation framework tailored to serverless edge computing
platforms. In serverless computing, platform operators are tasked with efficiently managing …

Architectural vision for quantum computing in the edge-cloud continuum

A Furutanpey, J Barzen, M Bechtold… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Quantum processing units (QPUs) are currently exclusively available from cloud vendors.
However, with recent advancements, hosting QPUs will soon be possible everywhere …

NEPTUNE: A Comprehensive Framework for Managing Serverless Functions at the Edge

L Baresi, DYX Hu, G Quattrocchi… - ACM Transactions on …, 2024 - dl.acm.org
Applications that are constrained by low-latency requirements can hardly be executed on
cloud infrastructures, given the high network delay required to reach remote servers. Multi …

Fine-grained accelerator partitioning for Machine Learning and Scientific Computing in Function as a Service Platform

A Dhakal, P Raith, L Ward, RP Hong Enriquez… - Proceedings of the SC' …, 2023 - dl.acm.org
Function-as-a-service (FaaS) is a promising execution environment for high-performance
computing (HPC) and machine learning (ML) applications as it offers developers a simple …

SimuScale: Optimizing Parameters for Autoscaling of Serverless Edge Functions Through Co-Simulation

P Raith, S Nastic, S Dustdar - 2024 IEEE 17th International …, 2024 - ieeexplore.ieee.org
Serverless Edge Computing is growing in popularity, and while commercial providers are
starting to offer edge-oriented products, much research is still being done on orches-trating …

POSEIDON: Efficient Function Placement at the Edge Using Deep Reinforcement Learning

P Jain, P Singhal, D Pandey, G Quatrocchi… - … Conference on Service …, 2024 - Springer
Edge computing allows for reduced latency and operational costs compared to centralized
cloud systems. In this context, serverless functions are emerging as a lightweight and …

[PDF][PDF] Efficient and Transparent Model Selection for Serverless Machine Learning Platforms

S Vasiljevic - 2023 - netidee.at
Serverless computing is a new paradigm for the deployment of applications in the cloud. Its
extension to the field of Machine Learning (ML) has been a topic of research for the past few …