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CONSTRAINT 2023 : Special Session on Handling Resource constraints for/using ML


When Dec 15, 2023 - Dec 17, 2023
Where Virtual
Submission Deadline Sep 5, 2023
Notification Due Sep 25, 2023
Final Version Due Sep 25, 2023
Categories    machine learning   deep learning   constrained ml   artificial intelligence

Call For Papers

CONSTRAINT-2023 welcomes theoretical and practical paper submissions on various scopes to contribute in developing ML systems under a variety of resource constraints and to address resource constraints. We will particularly encourage studies that address either practical applications or improve upon resource constraints for a variety of ML systems in the field. We invite submissions on topics that include, but are not limited to, the following:

Creating new resources such as data, hardware, and protocols for ML systems, Algorithms and Applications
Optimizing data science systems, embedded platforms, and test beds for ML systems, Algorithms and Applications
Data privacy, hardware privacy, and new ML system and Algorithms design
Algorithms for Urban computing and ML analytics under resource constraints.
Energy-efficient computing and inferencing for ML systems, Algorithms and Applications
Optimized VLSI and architecture design for ML and data science applications
Algorithms and systems for increasing database efficiency using Machine Learning
Optimizing Machine Learning Algorithms for environmental sustainability and Green Machine Learning.
Cheaper surrogate ML systems, Algorithms and Applications
Tools and methods for “green Machine Learning systems” hardware-software system design and evaluation
Frameworks and methods to improve equity of Machine Learning systems especially under constraint of data and infrastructure.
Machine Learning Algorithms catering to applications in resource constraint third world applications.
Empirical study of resource constraints in areas of healthcare, supply chain, enterprise mobility solution, mobile systems, edge computing, education, smart campus, smart city and buildings, manufacturing, energy, demand forecasting, finance, retail, social computation, crowd sensing, wireless communication and networking, smart mobility, cyber security, environmental policy, climate change, and control, internet of personalized things, etc.
Applications of AI and ML under resource constraints.

Related Resources

IEEE Xplore-Ei/Scopus-DMCSE 2023   2023 International Conference on Data Mining, Computing and Software Engineering (DMCSE 2023) -EI Compendex
Frontiersin SI on ML Wireless 2023   SI on Machine Learning-Based Spectrum Occupancy Prediction and Resource Allocation/Management for Wireless Communication Systems
JCICE 2024   2024 International Joint Conference on Information and Communication Engineering(JCICE 2024)
CPAIOR 2024   International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research
IEEE Xplore-Ei/Scopus-CSPIT 2023   2023 Asia Conference on Communications, Signal Processing and Information Technology (CSPIT 2023) -EI Compendex
CP 2023   Principles and Practice of Constraint Programming
ICDM 2024   24th Industrial Conference on Data Mining
CG-MTA 2023   Constraint Grammar - Methods, Tools and Applications
CVPR 2024   The IEEE/CVF Conference on Computer Vision and Pattern Recognition
blockchain_ml_iot 2023   Network (MDPI) Special Issue - Blockchain and Machine Learning for IoT: Security and Privacy Challenges