Connectionists: CFP - Workshop on Achieving Functional Integration of Diverse Neural Models
Talib Hussain
talibshussain at hotmail.com
Fri May 6 01:04:58 EDT 2005
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Call for Papers
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Workshop on Achieving Functional Integration of Diverse Neural Models
August 4, 2005
7 - 10 pm
http://openmap.bbn.com/~thussain/NeuralIntegration/index.html
Part of IJCNN 2005 (International Joint Conference on Neural Networks)
Hilton Bonaventure Hotel
Montreal, Quebec, Canada
http://faculty.uwb.edu/ijcnn05/
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IMPORTANT DATES
Quick email indicating interest: As soon as possible
Position statement submission: May 16, 2005
Acceptance: May 17, 2005
Camera Ready position statement: May 20, 2005
Please submit to: neuralintegration at yahoo.com
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TOPICS AND GOALS
The field of neural networks presents a very rich variety of models that
have been applied to many different problems. However, successful
application of neural networks to large-scale problems has been a general
weakness. Further, the development of complex neural systems that
demonstrate significant cognitive capabilities currently seems beyond reach.
There is a critical need for new ideas and techniques for leveraging
existing research by integrating current models in meaningful ways, with the
goal of producing functional solutions to complex problems. Once we
understand how to effectively model not only the detailed processing of
specific neural components, but also the rich variety of interactions that
may occur between those neural components (and other non-neural ones), we
may begin to realize systems that scale well and are cognitively robust.
The goals of this workshop are to explore what current integrative
approaches and techniques show promise, and identify potential high-payoff
areas for future research. Relevant research areas may include, for
example, modularity, evolutionary neural systems, hybrid systems that
integrate biological processes (such as immune systems and hormonal systems)
with neural models, neural growth mechanisms, neural system engineering
techniques.
The outcome of this workshop is the identification of a set of key research
topics on functional neural integration, together with an understanding of
the key technical issues, limitations and benefits of each topic. The
creation of working groups to pursue these topics will be discussed.
The impact of this workshop will be to stimulate new discussion on a
critical topic that we as a field ignore at our own risk. New ways of
approaching large-scale neural solutions must always be at the fore. The
development of effective working groups will be important in generating
interest and support from funding agencies and other customers to keep
advancing the state-of-the-art.
INTENDED AUDIENCE
The intended audience for the workshop is the neural network researcher that
is interested in large-scale neural models, as well as the customer that is
interested in solutions to large-scale, complex problems. The former may
include practitioners in modular networks, evolutionary systems, robotic
control, cognition, and neurophysiology. The latter may include companies
that specialized in robotics, dynamic control systems, prediction and
forecasting, as well as government and military agencies.
We anticipate up to 20 participants, with a mix from industry, government
and academia.
WORKSHOP FORMAT
The format of the workshop will be three hours with three successive
sessions. In the first session, up to 10 presenters will give a 10 minute
position statement summarizing their view of the problem, current relevant
research that they are aware of, and the key avenues of exploration that
they feel will have the most payoff. These position statements will be
provided in the official workshop notes. In addition, the workshop
organizer will present a short summary of other position statements
collected in advance or the day-of from other workshop participants.
Immediately following the first session, there will be a 45 minute
networking and discussion session in which participants will be encouraged
to discuss ideas in small groups and capture their thoughts on paper.
In the final session, there will be a mediated discussion to identify the
common themes and most promising avenues that have been identified. Working
groups for those avenues will be identified and roles for those groups over
the next year will be discussed. As time permits, those working groups will
break off to determine their roles, agenda and action items.
SUBMISSION GUIDELINES
The position statement will be 2 pages in length and will begin with the
title, author(s)' affiliation and a concise 100 word abstract. Ideally, the
abstract will be a one-line summary of the key position taken. The statement
will contain three sections titled Problem Statement, Current Research and
Key Avenues.
* The Problem Statement will give the authors view of the key issues that
need to be addressed with regard to the topic of the workshop.
* The Current Research section will give brief descriptions of the most
applicable, interesting and/or controversial work that the authors feel are
critical first steps towards achieving functional integration.
* The Key Avenues section will identify what approaches the authors feel
will have the highest payoff in the near to mid term.
* References should be included at the end and will not count towards the 2
page limit.
If your statement is not selected for presentation, you may still be given
the option to have it included in the additional workshop notes that will be
distributed at the workshop. In this case, you will be required to attend
the workshop, and the content of your statement will be summarized by the
workshop organizer at the end of the first session.
ORGANIZER
Talib S. Hussain, Ph.D.
BBN Technologies
10 Moulton St., Room 308
Cambridge, MA 02474
Phone: 617-873-6861
Fax: 617-873-4328
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