Communication-Computation Trade-Off in Resource-Constrained Edge Inference

3 June 2020

Jiawei Shao

Papers citing "Communication-Computation Trade-Off in Resource-Constrained Edge Inference"

21 / 21 papers shown

Title
PartialLoading: User Scheduling and Bandwidth Allocation for Parameter-sharing Edge Inference Guanqiao Qu Qian Chen Xianhao Chen Kaibin Huang Yuguang Fang 46 1 0 29 Mar 2025
Privacy-Aware Joint DNN Model Deployment and Partition Optimization for Delay-Efficient Collaborative Edge Inference Zhipeng Cheng Xiaoyu Xia Hong Wang Minghui Liwang Ning Chen Xuwei Fan Xianbin Wang 54 0 0 22 Feb 2025
Embedded Distributed Inference of Deep Neural Networks: A Systematic Review Federico Nicolás Peccia Oliver Bringmann 36 0 0 06 May 2024
MOPAR: A Model Partitioning Framework for Deep Learning Inference Services on Serverless Platforms Jiaang Duan Shiyou Qian Dingyu Yang Hanwen Hu Jian Cao Guangtao Xue MoE 34 1 0 03 Apr 2024
Attention-aware Semantic Communications for Collaborative Inference Jiwoong Im Nayoung Kwon Taewoo Park Jiheon Woo Jaeho Lee Yongjune Kim 46 2 0 23 Feb 2024
Efficient Multiuser AI Downloading via Reusable Knowledge Broadcasting Hai Wu Qunsong Zeng Kaibin Huang 24 7 0 28 Jul 2023
Large Language Models Empowered Autonomous Edge AI for Connected Intelligence Yifei Shen Jiawei Shao Xinjie Zhang Zehong Lin Hao Pan Dongsheng Li Jun Zhang Khaled B. Letaief 49 77 0 06 Jul 2023
Split Learning in 6G Edge Networks Zhengyi Lin Guanqiao Qu Xianhao Chen Kaibin Huang 24 70 0 21 Jun 2023
Enabling AI Quality Control via Feature Hierarchical Edge Inference Jinhyuk Choi Seongun Kim Seung-Woo Ko 10 0 0 15 Nov 2022
Task-Oriented Over-the-Air Computation for Multi-Device Edge AI Dingzhu Wen Xiang Jiao Peixi Liu Guangxu Zhu Yuanming Shi Kaibin Huang 46 38 0 02 Nov 2022
In-situ Model Downloading to Realize Versatile Edge AI in 6G Mobile Networks Kaibin Huang Hai Wu Zhiyan Liu Xiaojuan Qi 11 9 0 07 Oct 2022
AI Augmented Edge and Fog Computing: Trends and Challenges Shreshth Tuli Fatemeh Mirhakimi Samodha Pallewatta Syed Zawad G. Casale B. Javadi Feng Yan Rajkumar Buyya N. Jennings 19 56 0 01 Aug 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 28 398 0 01 Jun 2022
SplitPlace: AI Augmented Splitting and Placement of Large-Scale Neural Networks in Mobile Edge Environments Shreshth Tuli G. Casale N. Jennings 16 31 0 21 May 2022
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 34 416 0 24 Nov 2021
Task-Oriented Communication for Multi-Device Cooperative Edge Inference Jiawei Shao Yuyi Mao Jun Zhang 20 128 0 01 Sep 2021
Single-Training Collaborative Object Detectors Adaptive to Bandwidth and Computation Juliano S. Assine José Cândido Silveira Santos Filho Eduardo Valle ObjD 42 8 0 03 May 2021
Learning to Cascade: Confidence Calibration for Improving the Accuracy and Computational Cost of Cascade Inference Systems Shohei Enomoto Takeharu Eda UQCV 43 17 0 15 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 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 13 40 0 27 Oct 2020