POSTNIPS cognitive science workshop
Jordan B Pollack
pollack at cis.ohio-state.edu
Mon Nov 11 16:25:52 EST 1991
A neuro-engineering friend claimed that cognitive scientists feared
"steep gradient descents," and THAT'S why they didn't come to the
post-NIPS workshops! I countered that there were just no topics which
made strong enough attractors...
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Modularity in Connectionist Models of Cognition
Friday November 6th, Vectorized AI Laboratory, Colorado
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Organizer: Jordan Pollack
Confirmed Speakers: Michael Mozer
Robert Jacobs
John Barnden
Rik Belew
(There is room for a few more people to have confirmed 15 minute
slots, but half of the workshop is reserved for open discussion.)
ABSTRACT: Classical modular theories of mind presume mental "organs" -
function specific, put in place by evolution - which communicate in a
symbolic language of thought. In the 1980's, Connectionists radically
rejected this view in favor of more integrated architectures, uniform
learning systems which would be very tightly coupled and communicate
through many feedforward and feedback connections. However, as
connectionist attempts at cognitive modeling have gotten more
ambitious, ad-hoc modular structuring has become more prevalent. But
there are concerns regarding how much architectural bias is allowable.
There has been a flurry of work on resolving these concerns by seeking
the principles by which modularity could arise in connectionist
architectures. This will involve solving several major problems - data
decomposition, structural credit assignment, and shared adaptive
representations.
This workshop will bring together proponents and opponents of Modular
Connectionist Architectures to discuss research direction, recent
progress, and long-term challenges.
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Jordan Pollack Assistant Professor
CIS Dept/OSU Laboratory for AI Research
2036 Neil Ave Email: pollack at cis.ohio-state.edu
Columbus, OH 43210 Phone: (614)292-4890 (then * to fax)
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