Dear all,
The CEU Department of Cognitive Science cordially invites you to its talk by:
Christopher Summerfield (University of Oxford)
Date: Wednesday, December 6th, 2017 – 17:00-18:30
Host: Jozsef Fiser
Location: Department of Cognitive Science, CEU, Oktober 6 street 7, room 101.
Title: Compositional cognition: learning a model of the world from its parts
Abstract: Humans can perform remarkably complex tasks, such as flying an aircraft or
playing a violin concerto. The collection of mechanisms that underlie task-level
performance ("executive functions") and their neural implementation in the
prefrontal cortex have been extensively investigated by psychologists and neuroscientists.
However, we know remarkably little about how new tasks are learned. This is a pressing
problem, because despite recent advances in machine learning, researchers are currently
unable to build intelligent systems that learn to perform multiple complex tasks in series
(e.g. successive Atari games) without resetting network parameters. My talk will focus on
the challenges of understanding task learning in humans, and describe recent work that has
suggested that complex tasks can be best solved when broken down into their constituent
parts (compositional learning). I will illustrate with examples from tasks involving
navigation, visual categorisation, and value-guided learning in novel environments.
See more at:
https://cognitivescience.ceu.edu/events/2017-12-06/departmental-colloquium-…
We look forward to seeing you there!
Cognitive Science Events at CEU:
http://cognitivescience.ceu.edu/events
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