Title
System support and mechanisms for adaptive edge-to-cloud DNN model serving
Abstract
We present an orchestration scheme for Deep Neural Network (DNN) model serving, capable of computation distribution over the device-to-cloud continuum and low-latency inference. Our system allows automated layer-wise splitting of DNN structures and their adaptive distribution over compute hosts, providing an execution environment for collaborative inference. Model deployment and its self-adaptatio...
Year
DOI
Venue
2021
10.1109/IC2E52221.2021.00046
2021 IEEE International Conference on Cloud Engineering (IC2E)
Keywords
DocType
ISSN
Deep learning,Adaptation models,Runtime,Adaptive systems,Computational modeling,Conferences,Inference algorithms
Conference
2373-3845
ISBN
Citations 
PageRank 
978-1-6654-4970-0
0
0.34
References 
Authors
0
3
Name
Order
Citations
PageRank
Matthias Reisinger100.34
Pantelis A. Frangoudis2134.26
Schahram Dustdar39347575.71