User:Krueger

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I (Kai Krueger) am a post doc in Randy O'Reilly's lab and joined in 2011. Previously I was a grad student at the Gatsby Computational Neuroscience Unit at University College London, supervised by Peter Dayan.

Reasearch Interests:

My main research interests lie in modelling of prefrontal cortex and executive control. In particular, I'm interested in the amazing flexibility of human control and its ability to rapidly adapt to novel tasks, either through efficient trial and error learning or through the help of instruction. I am interested in identifying some of the computational principals and requirements that allows the brain to achieve these and see if any of these principals can be applied to artificial learning agents and neural networks.

Publications

Krueger K A and Dayan P (2009) Flexible shaping: How learning in small steps helps Cognition, 110(3), 380-294

PhD Thesis

Sequential learning in the form of shaping as a source of cognitive flexibility (2011)

Conference Presentations

  • Computational Cognitive Neuroscience Conference, 2009
    Adaptive state space construction as a basis for improved learning through shaping
  • Computational and Systems Neuroscience, 2009
    Abstract rule representations in a bilinear model
  • Computational and Systems Neuroscience, 2008
    Modularization through the prism of shaping
  • Neural Information Processing Systems, Workshop talk 2007
    Flexible Shaping: How learning in small steps helps
  • Computational and Systems Neuroscience, 2007
    Flexible Shaping