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Hector Garcia Rodriguez

2 accepted papers

2023

Hebbian Deep Learning Without Feedback

ICLR 2023top-25%

Recent approximations to backpropagation (BP) have mitigated many of BP's computational inefficiencies and incompatibilities with biology, but important limitations still remain. Moreover, the approximations significantly decrease accuracy in benchmarks, suggesting that an entirely different approac…

2022

Short-Term Plasticity Neurons Learning to Learn and Forget

ICML 2022spotlight

Short-term plasticity (STP) is a mechanism that stores decaying memories in synapses of the cerebral cortex. In computing practice, STP has been used, but mostly in the niche of spiking neurons, even though theory predicts that it is the optimal solution to certain dynamic tasks. Here we present a n…