Edge Intelligence: On-Demand Deep Learning Model Co-Inference with Device-Edge Synergy

20 June 2018

Xu Chen

Papers citing "Edge Intelligence: On-Demand Deep Learning Model Co-Inference with Device-Edge Synergy"

50 / 70 papers shown

Title
Aligning Task- and Reconstruction-Oriented Communications for Edge Intelligence Yufeng Diao Yichi Zhang Changyang She Philip Guodong Zhao Emma Liying Li 67 0 0 24 Feb 2025
DistrEE: Distributed Early Exit of Deep Neural Network Inference on Edge Devices Xian Peng Xin Wu Lianming Xu Li Wang Aiguo Fei 36 0 0 06 Feb 2025
Over-the-Air Multi-Sensor Inference with Neural Networks Using Memristor-Based Analog Computing Busra Tegin Muhammad Atif Ali T. Duman 70 0 0 20 Jan 2025
BF-IMNA: A Bit Fluid In-Memory Neural Architecture for Neural Network Acceleration M. Rakka Rachid Karami A. Eltawil M. Fouda Fadi J. Kurdahi MQ 47 1 0 03 Nov 2024
On the Impact of White-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Bram Adams Ahmed E. Hassan VLM 45 0 0 01 Nov 2024
Latency optimized Deep Neural Networks (DNNs): An Artificial Intelligence approach at the Edge using Multiprocessor System on Chip (MPSoC) Seyed Nima Omidsajedi Rekha Reddy Jianming Yi Jan Herbst Christoph Lipps Hans D. Schotten 18 0 0 16 Jul 2024
Knowledge boosting during low-latency inference Vidya Srinivas Malek Itani Tuochao Chen Sefik Emre Eskimez Takuya Yoshioka Shyamnath Gollakota 32 2 0 09 Jul 2024
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Emad Fallahzadeh Bram Adams Ahmed E. Hassan MQ 40 3 0 25 Mar 2024
A Converting Autoencoder Toward Low-latency and Energy-efficient DNN Inference at the Edge Hasanul Mahmud Peng Kang Kevin Desai P. Lama Sushil Prasad 25 3 0 11 Mar 2024
Edge AI for Internet of Energy: Challenges and Perspectives Yassine Himeur A. Sayed A. Alsalemi F. Bensaali Abbes Amira 57 26 0 28 Nov 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A survey Sicong Liu Bin Guo Cheng Fang Ziqi Wang Shiyan Luo Zimu Zhou Zhiwen Yu AI4CE 37 22 0 27 Sep 2023
Deep Reinforcement Learning-based Scheduling for Optimizing System Load and Response Time in Edge and Fog Computing Environments Zhiyu Wang M. Goudarzi Mingming Gong Rajkumar Buyya 28 57 0 14 Sep 2023
Roulette: A Semantic Privacy-Preserving Device-Edge Collaborative Inference Framework for Deep Learning Classification Tasks Jingyi Li Guocheng Liao Lin Chen Xu Chen 37 8 0 06 Sep 2023
RobustEdge: Low Power Adversarial Detection for Cloud-Edge Systems Abhishek Moitra Abhiroop Bhattacharjee Youngeun Kim Priyadarshini Panda AAML 35 1 0 05 Sep 2023
EdgeConvEns: Convolutional Ensemble Learning for Edge Intelligence Ilkay Sikdokur Inci M. Baytas A. Yurdakul FedML 25 0 0 25 Jul 2023
Adaptive ResNet Architecture for Distributed Inference in Resource-Constrained IoT Systems Fazeela Mazhar Khan Emna Baccour A. Erbad Mounir Hamdi 31 2 0 21 Jul 2023
A Survey on Deep Neural Network Partition over Cloud, Edge and End Devices Di Xu Xiang He Tonghua Su Zhongjie Wang 29 6 0 20 Apr 2023
Deep Edge Intelligence: Architecture, Key Features, Enabling Technologies and Challenges Prabath Abeysekara Haipeng Dong •. A. K. Qin 19 1 0 24 Oct 2022
Edge-Cloud Cooperation for DNN Inference via Reinforcement Learning and Supervised Learning Tinghao Zhang Zhijun Li Yongrui Chen Kwok-Yan Lam Jun Zhao 13 4 0 11 Oct 2022
Auditing Membership Leakages of Multi-Exit Networks Zheng Li Yiyong Liu Xinlei He Ning Yu Michael Backes Yang Zhang AAML 27 32 0 23 Aug 2022
DynaMarks: Defending Against Deep Learning Model Extraction Using Dynamic Watermarking Abhishek Chakraborty Daniel Xing Yuntao Liu Ankur Srivastava AAML MLAU 19 7 0 27 Jul 2022
AutoDiCE: Fully Automated Distributed CNN Inference at the Edge Xiaotian Guo A. Pimentel T. Stefanov 13 1 0 20 Jul 2022
A Survey on Collaborative DNN Inference for Edge Intelligence Weiqing Ren Yuben Qu Chao Dong Yuqian Jing Hao Sun Qihui Wu Song Guo 36 49 0 16 Jul 2022
Edge Learning for B5G Networks with Distributed Signal Processing: Semantic Communication, Edge Computing, and Wireless Sensing Wei Xu Zhaohui Yang Derrick Wing Kwan Ng Marco Levorato Yonina C. Eldar Mérouane Debbah 36 399 0 01 Jun 2022
Edge-PRUNE: Flexible Distributed Deep Learning Inference Jani Boutellier Bo Tan J. Nurmi 21 2 0 27 Apr 2022
Enabling All In-Edge Deep Learning: A Literature Review Praveen Joshi Mohammed Hasanuzzaman Chandra Thapa Haithem Afli T. Scully 48 22 0 07 Apr 2022
Iterative Activation-based Structured Pruning Kaiqi Zhao Animesh Jain Ming Zhao 42 0 0 22 Jan 2022
An Adaptive Device-Edge Co-Inference Framework Based on Soft Actor-Critic Tao Niu Yinglei Teng Zhu Han Panpan Zou 6 8 0 09 Jan 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
JMSNAS: Joint Model Split and Neural Architecture Search for Learning over Mobile Edge Networks Yuqing Tian Zhaoyang Zhang Zhaohui Yang Qianqian Yang 11 18 0 16 Nov 2021
Communication-Efficient Separable Neural Network for Distributed Inference on Edge Devices Jun-Liang Lin Sheng-De Wang 15 0 0 03 Nov 2021
Edge-Cloud Collaborated Object Detection via Difficult-Case Discriminator Zhiqiang Cao Zhijun Li Pan Heng Yongrui Chen Daqi Xie Jie Liu 22 12 0 29 Aug 2021
Latency-Memory Optimized Splitting of Convolution Neural Networks for Resource Constrained Edge Devices Tanmay Jain Avaneesh Rohit Verma R. Shorey 11 1 0 19 Jul 2021
Dynamic Distribution of Edge Intelligence at the Node Level for Internet of Things Hawzhin Mohammed Tolulope A. Odetola N. Guo S. R. Hasan 11 0 0 13 Jul 2021
FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning Di Wu R. Ullah P. Harvey Peter Kilpatrick I. Spence Blesson Varghese 42 79 0 09 Jul 2021
NEUKONFIG: Reducing Edge Service Downtime When Repartitioning DNNs A. Majeed Peter Kilpatrick I. Spence Blesson Varghese 11 2 0 29 Jun 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
Learning to Cascade: Confidence Calibration for Improving the Accuracy and Computational Cost of Cascade Inference Systems Shohei Enomoto Takeharu Eda UQCV 49 17 0 15 Apr 2021
Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck Approach Jiawei Shao Yuyi Mao Jun Zhang 52 212 0 08 Feb 2021
Autodidactic Neurosurgeon: Collaborative Deep Inference for Mobile Edge Intelligence via Online Learning Letian Zhang Lixing Chen Jie Xu 19 51 0 02 Feb 2021
NetCut: Real-Time DNN Inference Using Layer Removal Mehrshad Zandigohar Deniz Erdogmus G. Schirner 17 5 0 13 Jan 2021
DistPrivacy: Privacy-Aware Distributed Deep Neural Networks in IoT surveillance systems Emna Baccour A. Erbad Amr M. Mohamed Mounir Hamdi Mohsen Guizani 14 19 0 25 Oct 2020
A Panda? No, It's a Sloth: Slowdown Attacks on Adaptive Multi-Exit Neural Network Inference Sanghyun Hong Yigitcan Kaya Ionut-Vlad Modoranu Tudor Dumitras AAML 17 69 0 06 Oct 2020
Gateway Controller with Deep Sensing: Learning to be Autonomic in Intelligent Internet of Things R. Rahmani Ramin Firouzi GNN 8 5 0 18 Sep 2020
E-Tree Learning: A Novel Decentralized Model Learning Framework for Edge AI Lei Yang Yanyan Lu Jiannong Cao Jiaming Huang Mingjin Zhang 30 20 0 04 Aug 2020
Accelerating Federated Learning over Reliability-Agnostic Clients in Mobile Edge Computing Systems Wentai Wu Ligang He Weiwei Lin Rui Mao 25 78 0 28 Jul 2020
Joint Multi-User DNN Partitioning and Computational Resource Allocation for Collaborative Edge Intelligence Xin Tang Xu Chen Liekang Zeng Shuai Yu Lin Chen 8 91 0 15 Jul 2020
Leveraging the Power of Prediction: Predictive Service Placement for Latency-Sensitive Mobile Edge Computing Huirong Ma Zhi Zhou Xu Chen 15 50 0 17 Jun 2020
How Secure is Distributed Convolutional Neural Network on IoT Edge Devices? Hawzhin Mohammed Tolulope A. Odetola S. R. Hasan 11 2 0 16 Jun 2020
CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning Yuanrui Dong Peng Zhao Hanqiao Yu Cong Zhao Shusen Yang 31 19 0 04 May 2020