Improving Device-Edge Cooperative Inference of Deep Learning via 2-Step Pruning

8 March 2019

Papers citing "Improving Device-Edge Cooperative Inference of Deep Learning via 2-Step Pruning"

25 / 25 papers shown

Title
The Larger the Merrier? Efficient Large AI Model Inference in Wireless Edge Networks Zhonghao Lyu Ming Xiao Jie Xu Mikael Skoglund Marco Di Renzo 23 0 0 14 May 2025
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
Priority-Aware Model-Distributed Inference at Edge Networks Teng Li Hulya Seferoglu 64 0 0 16 Dec 2024
Collaborative Edge AI Inference over Cloud-RAN Pengfei Zhang Dingzhu Wen Guangxu Zhu Qimei Chen Kaifeng Han Yuanming Shi 46 5 0 09 Apr 2024
Emergency Computing: An Adaptive Collaborative Inference Method Based on Hierarchical Reinforcement Learning Weiqi Fu Lianming Xu Xin Wu Li Wang Aiguo Fei 21 0 0 03 Feb 2024
Green Edge AI: A Contemporary Survey Yuyi Mao X. Yu Kaibin Huang Ying-Jun Angela Zhang Jun Zhang 31 17 0 01 Dec 2023
Adaptive Compression-Aware Split Learning and Inference for Enhanced Network Efficiency Akrit Mudvari Antero Vainio Iason Ofeidis Sasu Tarkoma Leandros Tassiulas 24 3 0 09 Nov 2023
Efficient Multiuser AI Downloading via Reusable Knowledge Broadcasting Hai Wu Qunsong Zeng Kaibin Huang 24 7 0 28 Jul 2023
Task-Oriented Sensing, Computation, and Communication Integration for Multi-Device Edge AI Dingzhu Wen Peixi Liu Guangxu Zhu Yuanming Shi Jie Xu Yonina C. Eldar Shuguang Cui 27 111 0 03 Jul 2022
Multi-user Co-inference with Batch Processing Capable Edge Server Wenqi Shi Sheng Zhou Z. Niu Miao Jiang Lu Geng 24 21 0 03 Jun 2022
Multi-Agent Collaborative Inference via DNN Decoupling: Intermediate Feature Compression and Edge Learning Zhiwei Hao Guanyu Xu Yong Luo Han Hu Jianping An Shiwen Mao 24 22 0 24 May 2022
Communication-oriented Model Fine-tuning for Packet-loss Resilient Distributed Inference under Highly Lossy IoT Networks Sohei Itahara Takayuki Nishio Yusuke Koda Koji Yamamoto 28 11 0 17 Dec 2021
Communication-Computation Efficient Device-Edge Co-Inference via AutoML Xinjie Zhang Jiawei Shao Yuyi Mao Jun Zhang 22 8 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 22 12 0 29 Aug 2021
Energy-Efficient Model Compression and Splitting for Collaborative Inference Over Time-Varying Channels Mounssif Krouka Anis Elgabli Chaouki Ben Issaid M. Bennis 14 12 0 02 Jun 2021
Optimal Model Placement and Online Model Splitting for Device-Edge Co-Inference Jiahe Yan Suzhi Bi Y. Zhang 17 38 0 28 May 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 26 86 0 04 May 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 35 401 0 05 Apr 2021
Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck Approach Jiawei Shao Yuyi Mao Jun Zhang 44 212 0 08 Feb 2021
Branchy-GNN: a Device-Edge Co-Inference Framework for Efficient Point Cloud Processing Jiawei Shao Haowei Zhang Yuyi Mao Jun Zhang 3DPC 16 40 0 27 Oct 2020
Wireless Image Retrieval at the Edge Mikolaj Jankowski Deniz Gunduz K. Mikolajczyk 72 203 0 21 Jul 2020
Communication-Computation Trade-Off in Resource-Constrained Edge Inference Jiawei Shao Jun Zhang 14 113 0 03 Jun 2020
Joint Device-Edge Inference over Wireless Links with Pruning Mikolaj Jankowski Deniz Gunduz K. Mikolajczyk 15 5 0 04 Mar 2020
Communication-Efficient Edge AI: Algorithms and Systems Yuanming Shi Kai Yang Tao Jiang Jun Zhang Khaled B. Letaief GNN 17 326 0 22 Feb 2020
BottleNet++: An End-to-End Approach for Feature Compression in Device-Edge Co-Inference Systems Jiawei Shao Jun Zhang 11 160 0 31 Oct 2019