Neural Information Processing Systems http://nips.cc/

Spiking Neural Networks (SNNs) have been studied over decades to incorporate their biological plausibility and leverage their promising energy efficiency.

Require:DatasetS = ((x1,y1),..., (xm,ym)) (X { 1}) Afunctionh in HNN can asacascade 2, left column).

O (log log(T)) expected batch complexity. This is achieved through a dynamic batching strategy, which uses the agents estimates to adaptively increase the batch duration.

FL framework, namely FedICON, to capture invariant knowledge among heterogeneous clients and consistently tune the model to adapt to test data.