Web: http://arxiv.org/abs/2209.11116

Sept. 23, 2022, 1:11 a.m. | Jamie F. Mair, Dominic C. Rose, Juan P. Garrahan

cs.LG updates on arXiv.org arxiv.org

In machine learning, there is renewed interest in neural network ensembles
(NNEs), whereby predictions are obtained as an aggregate from a diverse set of
smaller models, rather than from a single larger model. Here, we show how to
define and train a NNE using techniques from the study of rare trajectories in
stochastic systems. We define an NNE in terms of the trajectory of the model
parameters under a simple, and discrete in time, diffusive dynamics, and train
the NNE …

arxiv network neural network sampling training

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