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Topic: cortical pyramidal neurons

Seminar
2 seminars

In Neuroscience and Applied Mathematics

Seminar · Machine Learning

Credit Assignment in Neural Networks through Deep Feedback Control

Alexander Meulemans · Institute of Neuroinformatics, University of Zürich and ETH Zürich

Thu, Sep 30, 2021 · 13:00 UTC

The success of deep learning sparked interest in whether the brain learns by using similar techniques for assigning credit to each synaptic weight for its contribution to the network output. However, the majority of current attempts at biologically-plausible learning methods are either non-local in time, require highly specific connectivity motives, or have no clear link to any known mathematical optimization method. Here, we introduce Deep Feedback Control (DFC), a new learning method that uses a feedback controller to drive a deep neural network to match a desired output target and whose con