Playlist: 31 videos

Computational Theories of the Brain

This workshop​ ​is about general computational principles ​for ​networks of neurons that help us understand experimental data, about principles that enable us to reproduce aspects of the brain's astounding computational capability in models and...

0:54:40

The Prefrontal Cortex as a Meta-Reinforcement Learning System

Matthew Botvinick, DeepMind Technologies Limited, London and University College London
https://simons.berkeley.edu/talks/matthew-botvinick-4-16-18
Computational Theories of the Brain
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0:50:16

Working Memory Influences Reinforcement Learning Computations in Brain and Behavior

Anne Collins, UC Berkeley
https://simons.berkeley.edu/talks/anne-collins-4-16-18
Computational Theories of the Brain
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0:51:32

Predictive Coding Models of Perception

David Cox, Harvard University
https://simons.berkeley.edu/talks/david-cox-4-16-18
Computational Theories of the Brain
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0:51:18

TBA

Sophie Denève, Ecole Normale Supérieure
https://simons.berkeley.edu/talks/sophie-deneve-4-16-18
Computational Theories of the Brain
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0:34:30

Towards Biologically Plausible Deep Learning: Early Inference in Energy-Based Models Approximates Back-Propagation

Asja Fischer, University of Bonn
https://simons.berkeley.edu/talks/asja-fischer-4-16-18
Computational Theories of the Brain
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Neural Circuitry Underling Working Memory in the Dorsolateral Prefrontal Cortex

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0:53:49

TBA

Surya Ganguli, Stanford University
https://simons.berkeley.edu/talks/surya-ganguli-4-17-18
Computational Theories of the Brain
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0:56:2

Does the Neocortex Use Grid Cell-Like Mechanisms to Learn the Structure of Objects?

Jeff Hawkins, Numenta
https://simons.berkeley.edu/talks/jeff-hawkins-4-17-18
Computational Theories of the Brain
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0:46:44

Dynamic Neural Network Structures Through Stochastic Rewiring

Robert Legenstein, Graz University of Technology
https://simons.berkeley.edu/talks/robert-legenstein-4-17-18
Computational Theories of the Brain
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0:59:43

Backpropagation and Deep Learning in the Brain

Timothy Lillicrap, DeepMind Technologies Limited, London
https://simons.berkeley.edu/talks/timothy-lillicrap-4-17-18
Computational Theories of the Brain
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