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INFOCOM 2020 Program

2020 IEEE INFOCOM 2020 - IEEE Conference on Computer Communications  
Costa-Perez (NEC Laboratories Europe, Germany) DeepAdapter: A Collaborative Deep Learning Framework for the Mobile Web Using Context-Aware Network Pruning Yakun Huang and Xiuquan Qiao (Beijing University  ...  A Zeroth-Order ADMM Algorithm for Stochastic Optimization over Distributed Processing Networks Zai Shi and Atilla Eryilmaz ( PDL: A Data Layout towards Fast Failure Recovery for Erasure-coded Distributed  ... 
doi:10.1109/infocom41043.2020.9155443 fatcat:2oi6e5i2zjed5n25ft6ovaeudq

CoRec: An Efficient Internet Behavior based Recommendation Framework with Edge-cloud Collaboration on Deep Convolution Neural Networks

Yangfan Li, Kenli Li, Wei Wei, Joey Tianyi Zhou, Cen Chen
2022 ACM transactions on sensor networks  
In this work, we propose an efficient internet behavior based recommendation framework with edge-cloud collaboration on deep CNNs (CoRec) to improve both the accuracy and speed for mobile recommendation  ...  Deep learning has achieved state-of-the-art accuracy and the traditional wisdom often hosts these computation-intensive models in powerful cloud centers.  ...  LcDNN [20] and DeepAdapter [21] provide lightweight collaborative frameworks for executing distributed DNN inference between the mobile web and edge server, which also rely on the edge server. [42]  ... 
doi:10.1145/3526191 fatcat:v6auv3chabemxj2gc4v7uumlfe