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MLOpt 2023 : Workshop on Machine Learning Techniques for Software Development and Optimization

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Link: https://www.mlopt-workshop.org/
 
When Jan 16, 2023 - Jan 18, 2023
Where Toulouse, France
Submission Deadline Nov 15, 2022
Notification Due Nov 30, 2022
Final Version Due Dec 15, 2022
Categories    parallel computing   machine learning   optimization   software development
 

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/

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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 (KoƧ 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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