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MLOpt 2023 : Workshop on Machine Learning Techniques for Software Development and Optimization | |||||||||||||||
Link: https://www.mlopt-workshop.org/ | |||||||||||||||
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Call For Papers | |||||||||||||||
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CALL FOR PAPERS (EXTENDED ABSTRACTS) Workshop on Machine Learning Techniques for Software Development and Optimization (MLOpt 2023) Held in Conjunction with HiPEAC 2023 Toulouse, France, January 16 - 18, 2023 https://www.mlopt-workshop.org/ =============================================================================== BACKGROUND Machine learning and AI techniques have shown considerable promise in automating optimization and decision processes that were previously the realm of human experts or classical combinatorial approaches. The MLOpt workshop addresses the usage of ML and AI techniques in the area of the software development and deployment life-cycle in high-performance computing. Submissions are welcome that report on the usage of machine learning techniques in all areas of software development, porting, optimization, and deployment with a focus on high performance and parallel computing platforms. Topics of interest include, but are not limited to * AI/ML-assisted code completion and refactoring methods * Usage of machine learning in code generation and optimization * ML-assisted auto-tuning * Data storage and processing format selection via machine learning (e.g., sparse format selection) * Dynamic algorithm selection and tuning using ML approaches * ML-guided automated scheduling in runtime systems * ML-techniques in performance and correctness tools (e.g., automated data analysis) * Data driven and ML enhanced mathematical models and algorithms improving energy efficiency, robustness andscalability for extreme computational mechanics problems PAPER SUBMISSION Prospective authors are invited to submit two-page extended abstracts in the IEEE Conference Proceedings format. There will be no formal published proceedings for the workshop, but we plan to make the s ubmissions available to workshop participants to foster discussion during the event. IMPORTANT DATES Submission deadline : November 15, 2022 Author notification : November 30, 2022 Final papers due : December 15, 2022 ORGANIZATION MLOpt 2023 is a workshop in the context of the EuroHPC projects SparCity and DComEX. The co-organizers of the workshop are Karl Fuerlinger (LMU Munich, Germany) and George Stavroulakis (NTUA, Greece). PROGRAM COMMITTEE (under construction) Kamer Kaya (Sabanci University, Turkey) Didem Unat (Koç University, Turkey) Xing Cai (Simula Research Laboratory, Norway) Johannes Langguth (Simula Research Laboratory, Norway) Aleksandar Ilic (INESC-ID, Portugal) Leonel Sousa (INESC-ID, Portugal) Karl Fuerlinger (LMU Munich, Germany) FURTHER INFORMATION See the website at https://www.mlopt-workshop.org/ =============================================================================== |
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