@conference {liquid:2023:icwe,
	title = {LiquidAI: Towards an Isomorphic AI/ML System Architecture for the Cloud-Edge Continuum},
	booktitle = {23rd International Conference on Web Engineering (ICWE)},
	year = {2023},
	month = {June},
	publisher = {Springer},
	organization = {Springer},
	address = {Alicante, Spain},
	abstract = {A typical Internet of Things (IoT) system consists of a large number of different subsystems and devices, including sensors and actuators, gateways that connect them to the Internet, cloud services, end-user applications and analytics. Today, these subsystems are implemented with a broad variety of programming technologies and tools, making it difficult to migrate functionality from one subsystem to another.  In our earlier papers, we have predicted the rise of \emph{isomorphic} IoT system architectures in which all the subsystems can be developed with a consistent set of technologies.  
In this paper we expand the same research theme to machine learning technologies, highlighting the need to use ML in a consistent and uniform fashion across the entire Cloud-Edge continuum. },
	keywords = {IoT, liquid software},
	author = {Kari Systa and Cesare Pautasso and Antero Taivalsaari and Tommi Mikkonen}
}
