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

The exposure-bias problem has recently received attention in neural-network settings with the "data as demonstrator" [

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

We then provide sufficient conditions under which PSM always outputs sparse solutions such that its computational performance can be significantly boosted.

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

Therefore, the activations for most layers need not be stored in memory during backpropagation.

Large-scale Gaussian process inference has long faced practical challenges due to time and space complexity that is superlinear in dataset size.

One major obstacle towards AI is the poor ability of models to solve new problems quicker, and without forgetting previously acquired knowledge.

Indeed, the fact that this parameter is fixed hinders the statistical consistency of the original procedure.

Population activity measurement by calcium imaging can be combined with cellular resolution optogenetic activity perturbations to enable the mapping of neural connectivity in vivo .