Logic List Mailing Archive
CfP special issue of JSC on interaction of symbolic computation & machine learning, Deadline: 17 Sep 2023
Call for papers
Journal of Symbolic Computation
Special Issue on the Interaction of Symbolic Computation and Machine Learning
in Artificial Intelligence
https://www.sciencedirect.com/journal/journal-of-symbolic-computation/about/call-for-papers
Extended submission deadline: September 17
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SCOPE
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Symbolic computation (SC) aims at providing algorithmic solutions to problems
dealing with symbolic objects such as terms, formulas, programs,
representations of algebraic objects, etc. Algorithms and methods developed for
the major subfields of SC (computer algebra, computational logic, automatic
programming) have found successful applications in various areas.
From the beginning, SC was also considered a major approach to "artificial
intelligence", since the problems solved by SC, typically, are problems that
were considered hard for "human intelligence" (like symbolic integration,
theorem proving, SAT/SMT solving, program verification, hardware verification,
etc.).
Meanwhile, recent advances in artificial intelligence methods have provided new
exciting opportunities in science and industry, being more and more integrated
into most aspects of life. Machine learning (ML) methods, developed in parallel
to symbolic methods for solving hard "artificial intelligence" problems,
achieved spectacular results in numerous applications in recent years.
This special issue is dedicated to the interaction of symbolic computation and
machine learning methods seen as the two major approaches to "artificial
intelligence". We expect dramatic advances from a much closer interaction of
the SC and the ML approaches to artificial intelligence. This interplay is, in
fact, essential in the current scenario where the economy and society demand
the development of complex, data-intensive, trustable, and high-performant
computational systems that accompany humans in more and more facets of their
daily life.
The special issue is organized as a follow-up of the 24th International
Symposium on Symbolic and Numeric Algorithms for Scientific Computing, SYNASC
2022. Participants of the symposium, as well as other authors, are invited to
submit contributions. We welcome submissions describing the interaction of SC
and ML methods, techniques, and tools, and their applications in AI.
SUBMISSION
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This special issue welcomes high-quality contributions, including papers with
original research results as well as review articles. They will be
peer-reviewed using the standard refereeing procedure of the Journal of
Symbolic Computation.
Submitted papers must be in English, prepared in LaTeX according to the
guidelines of the journal:
https://www.elsevier.com/journals/journal-of-symbolic-computation/0747-7171/guide-for-authors
PDF versions of manuscripts must be submitted via Journal of Symbolic
Computation online submission system (Editorial Manager):
https://www.editorialmanager.com/jsco/default2.aspx.
Please select the article type "VSI: SYNASC 2022" when submitting your
manuscript online.
Submission deadline: September 17, 2023
GUEST EDITORS
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Bruno Buchberger (RISC, Johannes Kepler University Linz, Austria)
Temur Kutsia (RISC, Johannes Kepler University Linz, Austria)
Mircea Marin (West University of Timisoara, Romania)
Wolfgang Windsteiger (RISC, Johannes Kepler University Linz, Austria)
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