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Many adaptive algorithms perform stochastic gradient descent on performance surfaces that are not guaranteed to be unimodal. In some examples, it is possible to show that not only is there more than one stationary point on this performance surface, but also that there is at least one incorrect local minimum. In the past, many authors have noted the existence of these incorrect stable equilibria,...
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