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Mon Jun 5 16:42:55 EDT 2006
October 19-20, 1993
[This Workshop was previously scheduled for April 1993]
Program Committee: Michael Arbib (Organizer), George Bekey, Damian Lyons,
Paul Rosenbloom, and Ron Sun
To design complex technological systems, we need a multilevel methodology
which combines a coarse-grain analysis of cooperative or distributed
computation (we shall refer to the computing agents at this level as
"schemas") with a fine-grain model of flexible, adaptive computation (for
which neural networks provide a powerful general paradigm). Schemas provide
a language for distributed artificial intelligence and perceptual robotics
which is "in the style of the brain", but at a relatively high level of
abstraction relative to neural networks. We seek (both at the level of
schema asemblages, and in terms of "modular" neural networks) a distributed
model of computation, supporting many concurrent activities for recognition
of objects, and the planning and control of different activities. The use,
representation, and recall of knowledge is mediated through the activity of
a network of interacting computing agents which between them provide
processes for going from a particular situation and a particular structure of
goals and tasks to a suitable course of action. This action may involve
passing of messages, changes of state, instantiation to add new schema
instances to the network, deinstantiation to remove instances, and may involve
self-modification and self-organization. Schemas provide a form of knowledge
representation which differs from frames and scripts by being of a finer
granularity. Schema theory is generative: schemas may well be linkedwwww to
others to provide yet more comprehensive schemas, whereas frames tend to
"build in" from the overall framework. The analysis of interacting computing
agents (the schema instances) is intermediate between the overall
specification of some behavior and the neural networks that subserve it.
The Workshop will focus on different facets of this multi-level methodology.
While the emphasis will be on technological systems, papers will also be
accepted on biological and cognitive systems.
Submission of Papers
A list of sample topics for contributions is as follows, where a hybrid
approach means one in which the abstract schema level is integrated with
neural or other lower level models:
Schema Theory as a description language for neural networks
Modular neural networks
Alternative paradigms for modeling symbolic and subsymbolic knowledge
Hierarchical and distributed representations: adaptation and coding
Linking DAI to Neural Networks to Hybrid Architecture
Formal Theories of Schemas
Hybrid approaches to integrating planning & reaction
Hybrid approaches to learning
Hybrid approaches to commonsense reasoning by integrating neural networks
and rule-based reasoning (using schemas for the integration)
Programming Languages for Schemas and Neural Networks
Schema Theory Applied in Cognitive Psychology, Linguistics, and Neuroscience
Prospective contributors should send a five-page extended abstract, including
figures with informative captions and full references - a hard copy, either
by regular mail or fax - by August 15, 1993 to Michael Arbib, Center for
Neural Engineering, University of Southern California, Los Angeles,
CA 90089-2520, USA [Tel: (213) 740-9220, Fax: (213) 746-2863,
arbib at pollux.usc.edu]. Please include your full address, including fax and
email, on the paper.
In accepting papers submitted in response to this Call for Papers, preference
will be given to papers which present practical examples of, theory of, and/or
methodology for the design and analysis of complex systems in which the
overall specification or analysis is conducted in terms of a network of
interacting schemas, and where some but not necessarily all of the schemas
are implemented in neural networks. Papers which present a single neural
network for pattern recognition ("perceptual schema") or pattern generation
("motor schema") will not be accepted. It is the development of a
methodology to analyze the interaction of multiple functional units that
constitutes the distinctive thrust of this Workshop.
Notification of acceptance or rejection will be sent by email no later than
September 1, 1993. There are currently no plans to issue a formal
proceedings of full papers, but (revised versions) of accepted abstracts
received prior to October 1, 1993 will be collected with the full text of the
Tutorial in a CNE Technical Report which will be made available to registrants
at the start of the meeting.
A number of papers have already been accepted for the Workshop. These
include the following:
Arbib: Schemas and Neural Networks: A Tutorial Introduction to Integrating
Symbolic and Subsymbolic Approaches to Cooperative Computation
Arkin: Reactive Schema-based Robotic Systems: Principles and Practice
Heenskerk and Keijzer: A Real-time Neural Implementation of a Schema Driven
Toy-Car
Leow and Miikkulainen, Representing and Learning Visual Schemas in Neural
Networks for Scene Analysis
Lyons & Hendriks: Describing and analysing robot behavior with schema theory
Murphy, Lyons & Hendriks: Visually Guided Multi-Fingered Robot Hand Grasping
as Defined by Schemas and a Reactive System
Sun: Neural Schemas and Connectionist Logic: A Synthesis of the Symbolic
and the Subsymbolic
Weitzenfeld: Hierarchy, Composition, Heterogeneity, and Multi-granularity
in Concurrent Object-Oriented Programming for Schemas and Neural Networks
Wilson & Hendler: Neural Network Software Modules
Bonus Event: The CNE Research Review: Monday, October 18, 1993
The CNE Review will present a day-long sampling of CNE research, with talks
by faculty, and students, as well as demos of hardware and software. Special
attention will be paid to talks on, and demos in, our new Autonomous Robotics
Lab and Neuro-Optical Computing Lab. Fully paid registrants of the Workshop
are entitled to attend the CNE Review at no extra charge.
Registration
The registration fee of $150 ($40 for qualified students who include a
"certificate of student status" from their advisor) includes a copy of the
abstracts, coffee breaks, and a dinner to be held on the evening of October
18th.
Those wishing to register should send a check payable to "Center for Neural
Engineering, USC" for $150 ($40 for students and CNE members) together
with the following information to Paulina Tagle, Center for Neural
Engineering, University of Southern California, University Park, Los Angeles,
CA 90089-2520, USA.
---------------------------------------------------
SCHEMAS AND NEURAL NETWORKS
Center for Neural Engineering, USC
October 19-20, 1992
NAME: ___________________________________________
ADDRESS: _________________________________________
PHONE NO.: _______________
FAX:___________________
EMAIL: ___________________________________________
I intend to submit a paper: YES [ ] NO [ ]
I wish to be registered for the CNE Research
Review: YES [ ] NO [ ]
Accommodation
Attendees may register at the hotel of their choice, but the closest hotel to
USC is the University Hilton, 3540 South Figueroa Street, Los Angeles, CA
90007, Phone: (213) 748-4141, Reservation: (800) 872-1104,
Fax: (213) 7480043. A single room costs $70/night while a double room costs
$75/night. Workshop participants must specify that they are "Schemas and
Neural Networks Workshop" attendees to avail of the above rates.
Information on student accommodation may be obtained from the Student Chair,
Jean-Marc Fellous, fellous at pollux.usc.edu.
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