SplitPlace: AI Augmented Splitting and Placement of Large-Scale Neural Networks in Mobile Edge Environments

21 May 2022

Papers citing "SplitPlace: AI Augmented Splitting and Placement of Large-Scale Neural Networks in Mobile Edge Environments"

24 / 24 papers shown

Title
Robust Federated Learning in Unreliable Wireless Networks: A Client Selection Approach Yansen Wang Wenkai Ji Jian Zhou Fu Xiao Tsung-Hui Chang 61 0 0 24 Feb 2025
Reinforcement learning Florentin Wörgötter 49 2,569 0 16 May 2024
COSCO: Container Orchestration using Co-Simulation and Gradient Based Optimization for Fog Computing Environments Shreshth Tuli Shivananda R. Poojara S. Srirama G. Casale N. Jennings 61 77 0 29 Apr 2021
Dynamic Scheduling for Stochastic Edge-Cloud Computing Environments using A3C learning and Residual Recurrent Neural Networks Shreshth Tuli Shashikant Ilager K. Ramamohanarao Rajkumar Buyya 27 177 0 01 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 50 269 0 14 Aug 2020
Serving DNNs like Clockwork: Performance Predictability from the Bottom Up A. Gujarati Reza Karimi Safya Alzayat Wei Hao Antoine Kaufmann Ymir Vigfusson Jonathan Mace 68 272 0 03 Jun 2020
Communication-Computation Trade-Off in Resource-Constrained Edge Inference Jiawei Shao Jun Zhang 25 114 0 03 Jun 2020
Communication-Efficient Edge AI: Algorithms and Systems Yuanming Shi Kai Yang Tao Jiang Jun Zhang Khaled B. Letaief GNN 46 327 0 22 Feb 2020
HealthFog: An Ensemble Deep Learning based Smart Healthcare System for Automatic Diagnosis of Heart Diseases in Integrated IoT and Fog Computing Environments Shreshth Tuli Nipam Basumatary S. Gill M. Kahani R. Arya G. Wander Rajkumar Buyya 57 480 0 15 Nov 2019
BottleNet++: An End-to-End Approach for Feature Compression in Device-Edge Co-Inference Systems Jiawei Shao Jun Zhang 39 160 0 31 Oct 2019
RBED: Reward Based Epsilon Decay A. Maroti 18 13 0 30 Oct 2019
Transformative effects of IoT, Blockchain and Artificial Intelligence on cloud computing: Evolution, vision, trends and open challenges S. Gill Shreshth Tuli Minxian Xu Inderpreet Singh Karandeep Singh ... S. Misra M. Aslanpour Harshita Mehta V. Stankovski Peter Garraghan 46 365 0 21 Oct 2019
Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing En Li Liekang Zeng Zhi Zhou Xu Chen 36 619 0 04 Oct 2019
Towards Federated Learning at Scale: System Design Keith Bonawitz Hubert Eichner W. Grieskamp Dzmitry Huba A. Ingerman ... H. B. McMahan Timon Van Overveldt David Petrou Daniel Ramage Jason Roselander FedML 85 2,652 0 04 Feb 2019
BottleNet: A Deep Learning Architecture for Intelligent Mobile Cloud Computing Services Amir Erfan Eshratifar Amirhossein Esmaili Massoud Pedram 34 173 0 04 Feb 2019
FogBus: A Blockchain-based Lightweight Framework for Edge and Fog Computing Shreshth Tuli Md. Redowan Mahmud Shikhar Tuli Rajkumar Buyya 21 322 0 29 Nov 2018
Correlated Multi-armed Bandits with a Latent Random Source Samarth Gupta Gauri Joshi Osman Yağan 25 22 0 17 Aug 2018
Optimized Computation Offloading Performance in Virtual Edge Computing Systems via Deep Reinforcement Learning Xianfu Chen Honggang Zhang Celimuge Wu S. Mao Yusheng Ji Medhi Bennis OffRL 47 483 0 16 May 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 129 19,124 0 13 Jan 2018
Distributed Deep Neural Networks over the Cloud, the Edge and End Devices Surat Teerapittayanon Bradley McDanel H. T. Kung FedML 62 713 0 06 Sep 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 141 8,807 0 25 Aug 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 427 129,831 0 12 Jun 2017
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 277 14,196 0 23 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.3K 192,638 0 10 Dec 2015