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C A L L F O R. P A P E R S
1st International Workshop on AI System Engineering: Math,
Modelling and Software (AISys2021)
September 27-30, 2021
Linz, Austria (Virtual)
http://www.dexa.org/aisys2021
email:
dexa@iiwas.org
Papers submission:
https://easychair.org/conferences/?conf=aisys2021
*** IMPORTANT DATES ***
Paper Submission: April 1, 2021 Notification of acceptance: June
1, 2021 Camera-ready copies due: June 30, 2021
Workshop date: September 27-30, 2021
*** PUBLICATION ***
The workshop papers will be published by Springer in
"Communications in Computer and Information Science." Best papers
of the workshop, after further revisions and independent reviews,
will be considered for publication in a special issue of a
renowned journal.
*** SCOPE ***
This first DEXA workshop on AI system engineering aims at a
holistic view addressing the increasing need of interconnecting
traditionally separated disciplines such as data analysis, model
building and selection, software engineering, deployment, legal
aspects, and standards. By this holistic view we encounter a
variety of challenges along the AI modeling cycle and software
system engineering lifecycle as outlined in the figure below such
as:
• theory-practice gap in machine learning with impact on
stability, reproducibility or integrity due to limitations of
nowadays theoretical foundations in statistical learning theory or
lack of control of high-dimensionality effects of deep learning;
• facing computational constraints, e.g. embedded systems,
neuromorphic systems, power consumption/Green AI;
• taking into account compliance checking aspects, e.g. ethics by
design, confidentiality protection, federated learning;
• data, model and software quality assurance and standards;
• legal aspects such as accountability and IPR issues.
*** TOPICS OF INTEREST ***
With this workshop we would like to stimulate the
interdisciplinary discourse between the involved science and
engineering disciplines, above all;
a) theoreticians (machine learning, mathematicians) with focus on
performance guarantees, model selection, robustness, model
analysis, etc.,
b) application experts posing application requirements on AI
system engineering in terms of basic implementation hurdles facing
existing or anticipated standards as well as usability, acceptance
c) engineering ML systems (DevOps, Software Engineering) with
focus on system maintenance, testing and standards, and d) law
experts for accountability and IPR protection issues;
*** SUBMISSION GUIDELINES ***
In order to encourage participation and discussion, this workshop
solicits two types of submissions - regular papers and short
papers:
- Regular paper submissions about original work not exceeding 10
pages.
- Short paper submissions on recent or ongoing work on relevant
topics and ideas not exceeding 5 pages.
Formatting guidelines:
http://www.dexa.org/formatting_guidelines
Online Papers Submission:
https://easychair.org/conferences/?conf=aisys2021
*** REVIEW PROCESS ***
Submissions to the workshop must not have been published or be
concurrently considered for publication elsewhere. All submissions
will be peer-reviewed by, at least, 3 reviewers and judged on the
basis of originality, contribution to the field, technical and
presentation quality, and relevance to the workshop. Short papers
are meant for timely discussion and feedback at the workshop.
*** ACCEPTED PAPERS ***
All accepted papers will be published by Springer in
"Communications in Computer and Information Science (CCIS).
Authors of all accepted papers must sign a Springer copyright
release form. Papers are accepted with the understanding that at
least one author will register for the conference to present the
paper. All published papers will be indexed appropriately in all
major indexes.
*** PC co-Chairs ***
Paolo Meloni, University of Cagliari, Italy
Maqbool Khan, PAF-IAST, Pakistan
Gerald Czech, SCCH, Austria
Thomas Hoch, SCCH, Austria
Bernhard Moser, SCCH, Austria
Program committee:
http://www.dexa.org/aisys2021
For further inquiries, please contact the PC Chair/co-Chairs
(
aisys2021@easychair.org)
**********************************************
Hesti Sudjana
Telecooperation Departement
Johannes Kepler University Linz
Science Park 3, Altenberger Straße 69, 4040 Linz, Austria
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