Edge-Host Partitioning of Deep Neural Networks with Feature Space Encoding for Resource-Constrained Internet-of-Things Platforms

11 February 2018

Saibal Mukhopadhyay

Papers citing "Edge-Host Partitioning of Deep Neural Networks with Feature Space Encoding for Resource-Constrained Internet-of-Things Platforms"

25 / 25 papers shown

Title
Constructing Adversarial Examples for Vertical Federated Learning: Optimal Client Corruption through Multi-Armed Bandit Duanyi Yao Songze Li Ye Xue Jin Liu FedML AAML 37 1 0 08 Aug 2024
Embedded Distributed Inference of Deep Neural Networks: A Systematic Review Federico Nicolás Peccia Oliver Bringmann 41 0 0 06 May 2024
Mobility and Cost Aware Inference Accelerating Algorithm for Edge Intelligence Xin Yuan Ning Li Kang Wei Wenchao Xu Quan Chen Hao Chen Song Guo 39 0 0 27 Dec 2023
Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI Kai Huang Wei Gao 27 35 0 21 Dec 2023
Adaptive Compression-Aware Split Learning and Inference for Enhanced Network Efficiency Akrit Mudvari Antero Vainio Iason Ofeidis Sasu Tarkoma Leandros Tassiulas 32 3 0 09 Nov 2023
A Survey on Deep Neural Network Partition over Cloud, Edge and End Devices Di Xu Xiang He Tonghua Su Zhongjie Wang 32 6 0 20 Apr 2023
DistHD: A Learner-Aware Dynamic Encoding Method for Hyperdimensional Classification Junyao Wang Sitao Huang Mohsen Imani 28 9 0 11 Apr 2023
Privacy-preserving Security Inference Towards Cloud-Edge Collaborative Using Differential Privacy Yulong Wang Xingshu Chen Qixu Wang FedML 32 3 0 13 Dec 2022
C3-SL: Circular Convolution-Based Batch-Wise Compression for Communication-Efficient Split Learning Cheng-Yen Hsieh Yu-Chuan Chuang An-Yeu A. Wu 31 7 0 25 Jul 2022
Layer-Wise Partitioning and Merging for Efficient and Scalable Deep Learning S. Akintoye Liangxiu Han H. Lloyd Xin Zhang Darren Dancey Haoming Chen Daoqiang Zhang FedML 34 5 0 22 Jul 2022
PICO: Pipeline Inference Framework for Versatile CNNs on Diverse Mobile Devices Xiang Yang Zikang Xu Q. Qi Jingyu Wang Haifeng Sun J. Liao Song Guo 21 11 0 17 Jun 2022
LegoDNN: Block-grained Scaling of Deep Neural Networks for Mobile Vision Rui Han Qinglong Zhang C. Liu Guoren Wang Jian Tang L. Chen 21 44 0 18 Dec 2021
FTPipeHD: A Fault-Tolerant Pipeline-Parallel Distributed Training Framework for Heterogeneous Edge Devices Yuhao Chen Qianqian Yang Shibo He Zhiguo Shi Jiming Chen 24 3 0 06 Oct 2021
SensiX++: Bringing MLOPs and Multi-tenant Model Serving to Sensory Edge Devices Chulhong Min Akhil Mathur Utku Günay Acer A. Montanari F. Kawsar 30 11 0 08 Sep 2021
DeepScale: Online Frame Size Adaptation for Multi-object Tracking on Smart Cameras and Edge Servers Keivan Nalaie Renjie Xu Rong Zheng VOT 27 9 0 22 Jul 2021
On-edge Multi-task Transfer Learning: Model and Practice with Data-driven Task Allocation Zimu Zheng Qiong Chen Chuang Hu Dan Wang Fangming Liu 29 67 0 06 Jul 2021
Pervasive AI for IoT applications: A Survey on Resource-efficient Distributed Artificial Intelligence Emna Baccour N. Mhaisen A. Abdellatif A. Erbad Amr M. Mohamed Mounir Hamdi Mohsen Guizani 30 87 0 04 May 2021
Can Differential Privacy Practically Protect Collaborative Deep Learning Inference for the Internet of Things? Jihyeon Ryu Yifeng Zheng Yansong Gao A. Abuadbba Junyaup Kim Dongho Won Surya Nepal Hyoungshick Kim Cong Wang 26 12 0 08 Apr 2021
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges Mingzhe Chen Deniz Gündüz Kaibin Huang Walid Saad M. Bennis Aneta Vulgarakis Feljan H. Vincent Poor 45 402 0 05 Apr 2021
Pareto-Optimal Bit Allocation for Collaborative Intelligence Saeed Ranjbar Alvar Ivan V. Bajić 16 29 0 25 Sep 2020
Communication-Efficient Edge AI: Algorithms and Systems Yuanming Shi Kai Yang Tao Jiang Jun Zhang Khaled B. Letaief GNN 29 327 0 22 Feb 2020
RADE: Resource-Efficient Supervised Anomaly Detection Using Decision Tree-Based Ensemble Methods S. Vargaftik I. Keslassy A. Orda Y. Ben-Itzhak 6 18 0 26 Sep 2019
Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing Zhi Zhou Xu Chen En Li Liekang Zeng Ke Luo Junshan Zhang 44 1,421 0 24 May 2019
Improving Device-Edge Cooperative Inference of Deep Learning via 2-Step Pruning Wenqi Shi Yunzhong Hou Sheng Zhou Z. Niu Yang Zhang Lu Geng 19 83 0 08 Mar 2019
A Survey on Methods and Theories of Quantized Neural Networks Yunhui Guo MQ 31 232 0 13 Aug 2018