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cs.LG2020
Probabilistic bounds on neuron death in deep rectifier networks
Blaine Rister, Daniel L. Rubin
Neuron death is a complex phenomenon with implications for model trainability: the deeper the network, the lower the probability of finding a valid initialization. In this work, we…
cs.LG2016
Piecewise convexity of artificial neural networks
Blaine Rister, Daniel L Rubin
Although artificial neural networks have shown great promise in applications including computer vision and speech recognition, there remains considerable practical and theoretical…