Connectionists: Call for Papers for the BICA 2014 Symposium on "Neural-Symbolic Networks for Cognitive Capacities"
Kai-Uwe Kuehnberger
kkuehnbe at uos.de
Wed Apr 30 04:20:38 EDT 2014
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Call for Papers for the
== BICA 2014 Symposium on Neural-Symbolic Networks for Cognitive
Capacities ==
= WEBPAGE =
https://sites.google.com/site/bica2014nsncc/
= SCOPE =
Researchers in artificial intelligence and cognitive systems modelling
continue to face foundational challenges in their quest to develop
plausible models and implementations of cognitive capacities and
intelligence. One of the methodological core issues is the question of
the integration between sub-symbolic and symbolic approaches to
knowledge representation, learning and reasoning in cognitively-inspired
models.
Network-based approaches very often enable flexible tools which can
discover and process the internal structure of (possibly large) data
sets. They promise to give rise to efficient signal-processing models
which are biologically plausible and optimally suited for a wide range
of applications, whilst possibly also offering an explanation of
cognitive phenomena of the human brain.
Still, the extraction of high-level explicit (i.e. symbolic) knowledge
from distributed low-level representations thus far has to be considered
a mostly unsolved problem.
In recent years, network-based models have seen significant advancement
in the wake of the development of the new "deep learning" family of
approaches to machine learning. Due to the hierarchically structured
nature of the underlying models, these developments have also
reinvigorated efforts in overcoming the neural-symbolic divide.
The aim of the symposium is to bring together recent work developed in
the field of network-based information processing in a cognitive
context, which bridges the gap between different levels of description
and paradigms and which sheds light onto canonical solutions or
principled approaches occurring in the context of neural-symbolic
integration to modelling or implementing cognitive capacities.
= TOPICS =
We particularly encourage submissions related to the following
non-exhaustive list of topics:
- new learning paradigms of network-based models addressing different
knowledge levels
- biologically plausible methods and models
- integration of network models and symbolic reasoning
- cognitive systems using neural-symbolic paradigms
- extraction of symbolic knowledge from network-based representations
- challenging applications which have the potential to become benchmark
problems
- visionary papers concerning the future of network approaches to
cognitive modelling
= DATES & SUBMISSIONS =
The deadlines for submissions, author feedback, etc. are bound to the
normal BICA 2014 deadlines (and, thus, are also subject to the same
changes and extensions). Please also have a look at
http://bicasociety.org/meetings/2014/cfp/ for possibly updated dates and
deadlines.
The current schedule is:
- Paper submission due: May 26, 2014
- Paper review feedback: June 14, 2014
- Final papers due: August 1, 2014
Submissions can either be made in form of 500-word abstracts or as up to
6-page papers.
For details on the submission process, formats, etc., please refer to
the BICA 2014 Call for Papers (
http://bicasociety.org/meetings/2014/cfp/ ) and the BICA 2014 submission
guidelines ( http://bicasociety.org/meetings/2014/submission/ ).
= SYMPOSIUM CO-CHAIRS =
- Terrence C. Stewart, Centre for Theoretical Neuroscience, University
of Waterloo, Canada
- Tarek R. Besold, Institute of Cognitive Science, University of
Osnabrück, Germany
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