Smooth Exact Gradient Descent Learning in Spiking Neural Networks

no code implementations • 25 Sep 2023 • Christian Klos, Raoul-Martin Memmesheimer

For spiking neural networks, however, a similar gradient descent scheme seems prohibitive due to the sudden, disruptive (dis-)appearance of spikes.

Dynamical learning of dynamics

1 code implementation • 7 Feb 2019 • Christian Klos, Yaroslav Felipe Kalle Kossio, Sven Goedeke, Aditya Gilra, Raoul-Martin Memmesheimer

The ability of humans and animals to quickly adapt to novel tasks is difficult to reconcile with the standard paradigm of learning by slow synaptic weight modification.

Neurons and Cognition