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EAIS-EIS 2022 : Special Session on Evolving and Adaptive Edge Intelligent Systems (within IEEE EAIS 2022)

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Link: https://sites.google.com/fbk.eu/eais22-eis/
 
When May 25, 2022 - May 27, 2022
Where Larnaca, Cyprus
Submission Deadline Jan 10, 2022
Notification Due Feb 19, 2022
Final Version Due Mar 20, 2022
Categories    artificial intelligence   edge computing   internet of things
 

Call For Papers

- AIM AND SCOPE -

This special session aims at bringing together academic researchers, industrial professionals, and machine learning practitioners to share their vision and perspectives on the design of evolving Edge Intelligence systems. Edge Intelligence (EI) is becoming popular given the availability of novel Edge Computing platforms that support the execution of AI models directly at the edge of the network without relying on remote entities (i.e., Cloud Computing). Such devices, which usually cost a few tens of euros, can deliver high-performance computing with a low power budget (trillions of operations per watt). However, the design of EI systems requires addressing multiple challenges related to resources utilization, energy footprint, accuracy, model design, deployment, distribution, and many others. For instance, once the system is deployed and put in “production mode”, it requires to deliver the highest performances even if the environmental conditions change, e.g., the luminosity of a scene captured by a smart camera drops. Usually, performance reduction happens since models and applications are built on limited datasets and within controlled environments.

Within this special session, we envision discussing papers that demonstrate how it is possible to efficiently design and deploy Edge Intelligence systems that fully exploit the hardware capabilities of devices and, at the same, they can evolve and adapt to different conditions and contexts. These possibilities might be proved by defining and proposing Edge intelligence architectures, MLOps methodologies, benchmarking of edge intelligence models, design and good practices for edge intelligence systems including extreme environments, methodologies to drive the paradigm shift from intelligent cloud-centric applications to edge intelligence applications, techniques to distribute and orchestrate pipeline workloads across multiple devices. A considerable possibility is offered by soft-computing methods, like evolutionary and bio-inspired techniques, that can efficiently explore the space of possible solutions and find the best trade-off to the given target objective functions, i.e., the size of the model, the energy footprint, the latency, etc. Moreover, we expect the proposition of use cases (e.g., Industrial, agricultural, mining, space, etc.) where these approaches can fully unleash the power of Edge Intelligence.

- SESSION TOPICS -
Main topics related to this special session include, but are not limited to:

- Architectures for EI adaptive applications
- MLOps methodologies to continuous deliver EI applications
- Optimized orchestration and deployment of EI applications
- Model (re)training at the edge
- Optimization of model quantization based on requirements
- ML model adaptation for the edge
- Transfer Learning and its novel variations (e.g., Zero/One/Few-Shot Learning) at the edge
- Reinforcement Learning at the edge
- Bio-inspired/meta-heuristics approaches for optimized EI application design
-EI Systems benchmarking

Related Resources

EAIS 2022   2022 IEEE International Conference on Evolving and Adaptive Intelligent System
FAIML 2023   2023 International Conference on Frontiers of Artificial Intelligence and Machine Learning (FAIML 2023)
Intel4EC 2022   International Workshop on Intelligent and Adaptive Edge-Cloud Operations and Services collocated with IEEE/ACM Conference on Utility and Cloud Computing (UCC 2022)
CFMAI 2022   2022 4th International Conference on Frontiers of Mathematics and Artificial Intelligence (CFMAI 2022)
SERENE 2022   14th International Workshop on Software Engineering for Resilient Systems
SIUSAI 2023   2023 International Symposium on Intelligent Unmanned Systems and Artificial Intelligence (SIUSAI 2023)
EI-CFAIS 2022   2022 International Conference on Frontiers of Artificial Intelligence and Statistics (CFAIS 2022)
ISCAI 2022   2022 4th International Symposium on Computing and Artificial Intelligence (ISCAI 2022)
ITCFEC 2023   Special Issue for Submission: Internet of Things and Cloud-Fog-Edge Computing
NCO 2023   9th International Conference on Networks and Communications