581 citations · 1.8k across the 41 of their papers we have counts for
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cs.LG2014
Kickback cuts Backprop's red-tape: Biologically plausible credit assignment in neural networks
David Balduzzi, Hastagiri Vanchinathan, Joachim Buhmann
Error backpropagation is an extremely effective algorithm for assigning credit in artificial neural networks. However, weight updates under Backprop depend on lengthy recursive com…
cs.LG2014
Falsifiable implies Learnable
David Balduzzi
The paper demonstrates that falsifiability is fundamental to learning. We prove the following theorem for statistical learning and sequential prediction: If a theory is falsifiable…
cs.AI2014★ 11 cited
Cortical prediction markets
David Balduzzi
We investigate cortical learning from the perspective of mechanism design. First, we show that discretizing standard models of neurons and synaptic plasticity leads to rational age…