Neural and Evolutionary ComputingDeep Complex NetworksChiheb Trabelsi,Olexa Bilaniuk,Dmitriy Serdyuk,Sandeep Subramanian,João Felipe Santos,Soroush Mehri,Negar Rostamzadeh,Yoshua Bengio,Christopher J PalSubjects:Neural and Evolutionary Computing (cs.NE); Learning (cs.LG)At present, the vast majority of building blocks, techniques, andarchitectures for deep learning are based on real-valued operations andrepresentations. However, recent work on recurrent neural networks and olderfundamental theoretical analysis suggests that complex numbers could have aricher representational capacity and
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