Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing

4 October 2019

Xu Chen

Papers citing "Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing"

38 / 138 papers shown

Title
Efficient Distributed DNNs in the Mobile-edge-cloud Continuum F. Malandrino C. Chiasserini G. di Giacomo 45 7 0 23 Feb 2022
Iterative Activation-based Structured Pruning Kaiqi Zhao Animesh Jain Ming Zhao 67 0 0 22 Jan 2022
Network-Aware 5G Edge Computing for Object Detection: Augmenting Wearables to "See" More, Farther and Faster Zhongzheng Yuan Tommy Azzino Yu Hao Yixuan Lyu Haoyang Pei ... W. Seiple Yi Fang S. Rangan Yao Wang John-Ross Rizzo 50 16 0 25 Dec 2021
R2: A Distributed Remote Function Execution Mechanism With Built-in Metadata Jianpeng Qi Rui Wang 31 6 0 05 Dec 2021
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 99 434 0 24 Nov 2021
Coalitional Bayesian Autoencoders -- Towards explainable unsupervised deep learning Bang Xiang Yong Alexandra Brintrup 56 7 0 19 Oct 2021
Accelerating Framework of Transformer by Hardware Design and Model Compression Co-Optimization Panjie Qi E. Sha Qingfeng Zhuge Hongwu Peng Shaoyi Huang Zhenglun Kong Yuhong Song Bingbing Li 91 51 0 19 Oct 2021
Auto-Split: A General Framework of Collaborative Edge-Cloud AI Amin Banitalebi-Dehkordi Naveen Vedula J. Pei Fei Xia Lanjun Wang Yong Zhang 79 92 0 30 Aug 2021
Edge-Cloud Collaborated Object Detection via Difficult-Case Discriminator Zhiqiang Cao Zhijun Li Pan Heng Yongrui Chen Daqi Xie Jie Liu 70 13 0 29 Aug 2021
AI Multi-Tenancy on Edge: Concurrent Deep Learning Model Executions and Dynamic Model Placements on Edge Devices Piyush Subedi Jianwei Hao I. Kim Lakshmish Ramaswamy 35 19 0 26 Jul 2021
Accelerating Edge Intelligence via Integrated Sensing and Communication Tong Zhang Shuai Wang Guoliang Li Fan Liu Guangxu Zhu Rui Wang 52 35 0 20 Jul 2021
Fine-Grained Data Selection for Improved Energy Efficiency of Federated Edge Learning A. Albaseer M. Abdallah Ala I. Al-Fuqaha A. Erbad 76 35 0 20 Jun 2021
Adaptive Inference through Early-Exit Networks: Design, Challenges and Directions Stefanos Laskaridis Alexandros Kouris Nicholas D. Lane TPM 115 121 0 09 Jun 2021
DynO: Dynamic Onloading of Deep Neural Networks from Cloud to Device Mario Almeida Stefanos Laskaridis Stylianos I. Venieris Ilias Leontiadis Nicholas D. Lane 75 37 0 20 Apr 2021
Compacting Deep Neural Networks for Internet of Things: Methods and Applications Ke Zhang Hanbo Ying Hongning Dai Lin Li Yuangyuang Peng Keyi Guo Hongfang Yu 84 39 0 20 Mar 2021
Dancing along Battery: Enabling Transformer with Run-time Reconfigurability on Mobile Devices Yuhong Song Weiwen Jiang Bingbing Li Panjie Qi Qingfeng Zhuge E. Sha Sakyasingha Dasgupta Yiyu Shi Caiwen Ding 67 18 0 12 Feb 2021
Autodidactic Neurosurgeon: Collaborative Deep Inference for Mobile Edge Intelligence via Online Learning Letian Zhang Lixing Chen Jie Xu 71 54 0 02 Feb 2021
Deep Reinforcement Learning with Spatio-temporal Traffic Forecasting for Data-Driven Base Station Sleep Control Qiong Wu Xu Chen Zhi Zhou Liang Chen Junshan Zhang 63 81 0 21 Jan 2021
Dynamic DNN Decomposition for Lossless Synergistic Inference Beibei Zhang Tian Xiang Hongxuan Zhang Te Li Shiqiang Zhu Jianjun Gu 52 14 0 15 Jan 2021
Reconfigurable Intelligent Surface Assisted Mobile Edge Computing with Heterogeneous Learning Tasks Shanfeng Huang Shuai Wang Rui Wang Miaowen Wen Kaibin Huang 73 57 0 25 Dec 2020
CoEdge: Cooperative DNN Inference with Adaptive Workload Partitioning over Heterogeneous Edge Devices Liekang Zeng Xu Chen Zhi Zhou Lei Yang Junshan Zhang 107 212 0 06 Dec 2020
Evaluation of Inference Attack Models for Deep Learning on Medical Data Maoqiang Wu Xinyue Zhang Jiahao Ding H. Nguyen Rong Yu Miao Pan Stephen T. C. Wong MIACV 47 18 0 31 Oct 2020
Calibration-Aided Edge Inference Offloading via Adaptive Model Partitioning of Deep Neural Networks R. G. Pacheco R. S. Couto Osvaldo Simeone 74 25 0 30 Oct 2020
When Deep Reinforcement Learning Meets Federated Learning: Intelligent Multi-Timescale Resource Management for Multi-access Edge Computing in 5G Ultra Dense Network Shuai Yu Xu Chen Zhi Zhou Xiaowen Gong Di Wu 70 218 0 22 Sep 2020
Binarized Neural Architecture Search for Efficient Object Recognition Hanlin Chen Lian Zhuo Baochang Zhang Xiawu Zheng Jianzhuang Liu Rongrong Ji David Doermann G. Guo MQ 47 18 0 08 Sep 2020
Edge Learning with Unmanned Ground Vehicle: Joint Path, Energy and Sample Size Planning Dan Liu Shuai Wang Z. Wen Lei Cheng Miaowen Wen Yik-Chung Wu 63 10 0 07 Sep 2020
SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud Stefanos Laskaridis Stylianos I. Venieris Mario Almeida Ilias Leontiadis Nicholas D. Lane 102 275 0 14 Aug 2020
BiQGEMM: Matrix Multiplication with Lookup Table For Binary-Coding-based Quantized DNNs Yongkweon Jeon Baeseong Park S. Kwon Byeongwook Kim Jeongin Yun Dongsoo Lee MQ 63 31 0 20 May 2020
Inference Time Optimization Using BranchyNet Partitioning R. G. Pacheco R. S. Couto 49 28 0 01 May 2020
Communication-Efficient Edge AI Inference Over Wireless Networks Kai Yang Yong Zhou Zhanpeng Yang Yuanming Shi GNN 13 3 0 28 Apr 2020
pAElla: Edge-AI based Real-Time Malware Detection in Data Centers Antonio Libri Andrea Bartolini Luca Benini 44 25 0 07 Apr 2020
HierTrain: Fast Hierarchical Edge AI Learning with Hybrid Parallelism in Mobile-Edge-Cloud Computing Deyin Liu Xu Chen Zhi Zhou Qing Ling 95 46 0 22 Mar 2020
DeepCP: Deep Learning Driven Cascade Prediction Based Autonomous Content Placement in Closed Social Network Qiong Wu Muhong Wu Xu Chen Zhi Zhou Kaiwen He Liang Chen 27 5 0 09 Mar 2020
HFEL: Joint Edge Association and Resource Allocation for Cost-Efficient Hierarchical Federated Edge Learning Siqi Luo Xu Chen Qiong Wu Zhi Zhou Shuai Yu FedML 130 346 0 26 Feb 2020
Personalized Federated Learning for Intelligent IoT Applications: A Cloud-Edge based Framework Qiong Wu Kaiwen He Xu Chen 83 287 0 25 Feb 2020
Sparse Optimization for Green Edge AI Inference Xiangyu Yang Sheng Hua Yuanming Shi Hao Wang Jun Zhang Khaled B. Letaief 63 14 0 24 Feb 2020
Communication-Efficient Edge AI: Algorithms and Systems Yuanming Shi Kai Yang Tao Jiang Jun Zhang Khaled B. Letaief GNN 99 334 0 22 Feb 2020
Energy-Efficient Processing and Robust Wireless Cooperative Transmission for Edge Inference Kai Yang Yuanming Shi Wei Yu Z. Ding 46 42 0 29 Jul 2019