[ACT-R-users] CFP: Evaluating Architectures for Intelligence
Gal Kaminka
galk at cs.biu.ac.il
Sun Apr 8 04:33:58 EDT 2007
(Our apologies if you receive multiple copies of this message.)
Dear Colleague.
We are happy to announce a call for submissions to the AAAI 2007 Workshop on
Evaluating Architectures for Intelligence
http://www.cs.biu.ac.il/~galk/architectures/
Submission date: April 15, 2007.
Details are below. Please distribute to all interested parties, as
appropriate.
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Purpose and Scope
=================
Cognitive architectures form an integral part of robots and
agents. Architectures structure and organize the knowledge and
algorithms used by the agents to select actions in dynamic
environments, plan and solve problems, learn, and coordinate with
others. Architectures enable intelligent behavior by agents, and serve
to integrate general capabilities expected of an intelligent agent
(e.g. planning and learning), to implement and test theories about
natural or synthetic agent cognition, and to explore
domain-independent mechanisms for intelligence.
As AI research has improved in formal and empirical rigor, traditional
evaluation methodologies for architectures have sometimes proved
insufficient. On the formal side, rigorous analysis has often proved
elusive; we seem to be missing the notation required for formally
proving properties of architectures. On the empirical side,
experiments which demonstrate generality are notoriously expensive to
perform, and are not sufficiently informative. And at a high-level,
evaluation is difficult because the criteria are not well defined: Is
it generality? Ease of programmability? Compatibility with data from
biology and psychology? Applicability in real systems?
Recognizing that scientific progress depends on the ability to conduct
informative evaluation (by experiment or formal analysis), this
workshop will address the methodologies needed for evaluating
architectures. The focus is on evaluation methodology, rather than
specific architectures; there are many researchers investigating
architectures, but surprisingly little published work on evaluation
methodology. Thus the workshop's immediate goal is to generate
discussion of a wide spectrum of evaluation challenges and methods for
addressing them. The next step is to harness such discussions to
propose guidelines for evaluation of architectures, that would be
acceptable to the AI community, and allow researchers to both evaluate
their own work, and the progress of others. We believe such guidelines
will facilitate the collection of objective and reproducible evidence
of the depth and breadth of an architecture's support for cognition,
and its relationship to human or other natural cognition. We intend to
publish the results in a special issue of an international journal and
to archive presentation slides and explanatory material on an active
web site.
Key Issues for Discussion
-------------------------
The following key questions will be raised to motivate the workshop
discussion, with the goal of providing answers (or at least steps
towards answers) within the workshop:
o What are the underlying research hypotheses one explores with architectures?
o Which functions/characteristics turn an architecture into an
architecture supporting intelligence?
o How are architectures to be compared in an informative manner?
o What evaluation methods are needed for different types of cognitive
architectures?
o What are the criteria and scales of evaluation?
o How should we validate the design of a cognitive architecture?
o Are there any relevant formal methods? Can we prove properties of
architectures?
o Can we develop a common ontology for describing architectures and/or
the various sets of requirements against which they can be evaluated?
o How can data-sets and benchmarks (standardized tasks) be used to
evaluate architectures? Are there useful case-studies?
o How can we determine what architectures to use for different tasks
or environments? Are there any trade-offs involved?
Format and Submissions
----------------------
The workshop will be composed of invited and contributed talks on
evaluation methodologies, interleaved with panels, and moderated
discussions. We seek submission of extended abstracts (2 pages) and
short position papers (4 pages) that discuss evaluation methodologies
for architectures.
Submissions should clearly address architecture evaluation issues and
methods and explicitly relate to one or more of the questions posed
above. Submissions that discuss specific architectures are only
acceptable if they discuss evaluation case-studies. A selected group
of contributors will be invited to present their position, to
participate in panels, and/or to moderate group discussions.
Submissions, in AAAI format, should be emailed by April 15, 2007, to
Gal Kaminka (galk at cs.biu.ac.il) and Catherina Burghart
(burghart at ira.uka.de), with a subject line containing
"ARCH-EVAL SUBMISSION".
Important Dates
---------------
o Submission of extended abstracts: April 15, 2007
o Notification, selection of speakers: May 7, 2007
o Camera-ready copy of workshop material: May 15, 2007
o Workshop at AAAI 2007: July 22-23, 2007
Organizers
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The workshop is co-chaired by Gal A. Kaminka (Bar Ilan University,
Israel) and Catherina R. Burghart (University of Karlsruhe,
Germany). The organizing committee additionally includes:
o Kevin Gluck, Air Force Research Laboratory, USA
o Pat Langley, Stanford University, USA
o Brian Logan, University of Nottingham, UK
o Ralf Mikut, Karlsruhe Institute for Technology, Germany
o Praveen Paritosh, Northwestern University, USA
o Bilge Say, Middle East Technical University, Turkey
o Robert Wray, Soar Technology, Inc., USA
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Gal A. Kaminka, Ph.D. http://www.cs.biu.ac.il/~galk
Assistant Professor Computer Science Dept. Bar Ilan University
Only those who see the invisible can do the impossible
"Death is an engineering problem." -- Bart Kosko, "Fuzzy Thinking"
"But life is not an engineering task." -- Gal A. Kaminka
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Gal A. Kaminka, Ph.D. http://www.cs.biu.ac.il/~galk
Assistant Professor Computer Science Dept. Bar Ilan University
Only those who see the invisible can do the impossible
"Death is an engineering problem." -- Bart Kosko, "Fuzzy Thinking"
"But life is not an engineering task." -- Gal A. Kaminka
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