185 citations · 349 across the 16 of their papers we have counts for
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cs.CV2017★ 185 cited
DeepCache: Principled Cache for Mobile Deep Vision
Mengwei Xu, Mengze Zhu, Yunxin Liu +2
We present DeepCache, a principled cache design for deep learning inference in continuous mobile vision. DeepCache benefits model execution efficiency by exploiting temporal locali…
math.OC2017
Learning-aided Stochastic Network Optimization with Imperfect State Prediction
Longbo Huang, Minghua Chen, Yunxin Liu
We investigate the problem of stochastic network optimization in the presence of imperfect state prediction and non-stationarity. Based on a novel distribution-accuracy curve predi…