411e39b117e885341f25efb8912945f7@2021@MLSYS

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#1 To Bridge Neural Network Design and Real-World Performance: A Behaviour Study for Neural Networks [PDF] [Copy] [Kimi] [REL]

Authors: Xiaohu Tang ; Shihao Han ; Li Lyna Zhang ; Ting Cao ; Yunxin Liu

The boom of edge AI applications has spawned a great many neural network (NN) algorithms and inference platforms. Unfortunately, the fast pace of development in their fields have magnified the gaps between them. A well-designed NN algorithm with reduced number of computation operations and memory accesses can easily result in increased inference latency in real-world deployment, due to a mismatch between the algorithm and the features of target platforms.