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On the Convergence of Encoder-only Shallow Transformers
Besides, neural tangent kernel (NTK) based analysis is also given, which facilitates a comprehensive comparison. Our theory demonstrates the separation on the importance of different scaling schemes and initialization.
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How to Initialize your Network? Robust Initialization for WeightNorm & ResNets
Devansh Arpit, Víctor Campos, Yoshua Bengio
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Initialization of ReLUs for Dynamical Isometry
Rebekka Burkholz, Alina Dubatovka
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