posted by organizer: manikandanr || 872 views || tracked by 2 users: [display]

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

CPAIOR 2024   International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research
Ei/Scopus-AACIP 2024   2024 2nd Asia Conference on Algorithms, Computing and Image Processing (AACIP 2024)-EI Compendex
Informed ML for Complex Data@ESANN 2024   [DEADLINE EXTENDED] Informed Machine Learning for Complex Data special session at ESANN 2024
IEEE-Ei/Scopus-SGGEA 2024   2024 Asia Conference on Smart Grid, Green Energy and Applications (SGGEA 2024) -EI Compendex
MetroXRAINE 2024   Special Session: Responsible Innovation for Next-Generation XR-BCI-AI Systems and Architectures
AAAI 2025   The 39th Annual AAAI Conference on Artificial Intelligence
CP 2024   Principles and Practice of Constraint Programming
ICMLA 2024   23rd International Conference on Machine Learning and Applications
UCC 2024   The IEEE/ACM International Conference on Utility and Cloud Computing
M-PREF 2024   15th Multidisciplinary Workshop on Advances in Preference Handling