@WillGreedy
Joined December 2015
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Our #NeurIPS2022 paper was selected for an oral! You can see a 5min teaser here: shorturl.at/dKMSX Updated version of our story after review here: arxiv.org/abs/2206.11769
Rui Ponte Costa@somnirons24 Jun 2022
New preprint 🚨! We introduce a new model of deep learning-like (hierarchical) credit assignment in corticocortical networks. It captures more biological observations and is more learning efficient than previous models! 🧵 arxiv.org/abs/2206.11769

Single-phase deep learning in cortico-cortical networks

The error-backpropagation (backprop) algorithm remains the most common solution to the credit assignment problem in artificial neural networks. In neuroscience, it is unclear whether the brain...

arxiv.org
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Nice theory paper (by @somnirons ) suggesting that bursting may carry gradient information arxiv.org/pdf/2206.11769.pdf -- love the topic, that's what much of my PhD thesis was about.
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Single-phase deep learning in cortico-cortical networks deepai.org/publication/singl… by @WillGreedy et al. #Backpropagation #NeuralNetwork

DeepAI

Artificially intelligent tools for naturally creative humans.

deepai.org
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I-011: Single-phase deep learning in cortico-cortical networks. We introduce a model of deep learning in exc-inh cortical networks (burstCCN) that does not require multi-phase learning, which is consistent with a range of experimental observations. @WillGreedy @HengWZhu
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