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 …

[HTML][HTML] A reference architecture for serverless big data processing

S Werner, S Tai - Future Generation Computer Systems, 2024 - Elsevier
Despite significant advances in data management systems in recent decades, the
processing of big data at scale remains very challenging. While cloud computing has been …

The night shift: Understanding performance variability of cloud serverless platforms

T Schirmer, N Japke, S Greten, T Pfandzelter… - Proceedings of the 1st …, 2023 - dl.acm.org
Function-as-a-Service is a popular cloud programming model that supports developers by
abstracting away most operational concerns with automatic deployment and scaling of …

Kernel-as-a-service: A serverless programming model for heterogeneous hardware accelerators

T Pfandzelter, A Dhakal, E Frachtenberg… - Proceedings of the 24th …, 2023 - dl.acm.org
With the slowing of Moore's law and decline of Dennard scaling, computing systems
increasingly rely on specialized hardware accelerators in addition to general-purpose …

Profaastinate: Delaying serverless function calls to optimize platform performance

T Schirmer, V Carl, T Pfandzelter… - Proceedings of the 9th …, 2023 - dl.acm.org
Function-as-a-Service (FaaS) enables developers to run serverless applications without
managing operational tasks. In current FaaS platforms, both synchronous and asynchronous …

FUSIONIZE++: Improving Serverless Application Performance Using Dynamic Task Inlining and Infrastructure Optimization

T Schirmer, J Scheuner, T Pfandzelter… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The Function-as-a-Service (FaaS) execution model increases developer productivity by
removing operational concerns such as managing hardware or software runtimes …

Smss: Stateful model serving in metaverse with serverless computing and gpu sharing

Z Cai, Z Chen, R Ma, H Guan - IEEE Journal on Selected Areas …, 2023 - ieeexplore.ieee.org
With the rapid development of information technology, the concept of the Metaverse has
swept the world and set off a new wave of the industrial revolution. The construction of living …

DIBA: A Re-Configurable Stream Processor

M Najafi, TM Qadah, M Sadoghi… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Stream processing acceleration is driven by the continuously increasing volume and velocity
of data generated on the Web and the limitations of storage, computation, and power …

Comparative Analysis of Machine Learning Libraries for Neural Networks: A Benchmarking Study

AIA Eid, SA Mjlae, SY Rababa'h, A Hammad… - bioRxiv, 2025 - biorxiv.org
This comprehensive benchmarking study explores the performance of three prominent
machine learning libraries: PyTorch, Keras with TensorFlow backend, and Scikit-learn with …