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Branchy-GNN: a Device-Edge Co-Inference Framework for Efficient Point
  Cloud Processing
v1v2v3 (latest)

Branchy-GNN: a Device-Edge Co-Inference Framework for Efficient Point Cloud Processing

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020
27 October 2020
Jiawei Shao
Haowei Zhang
Yuyi Mao
Jun Zhang
    3DPC
ArXiv (abs)PDFHTML

Papers citing "Branchy-GNN: a Device-Edge Co-Inference Framework for Efficient Point Cloud Processing"

18 / 18 papers shown
Failure Prediction Is a Better Performance Proxy for Early-Exit Networks Than Calibration
Failure Prediction Is a Better Performance Proxy for Early-Exit Networks Than Calibration
Piotr Kubaty
Filip Szatkowski
Metod Jazbec
Bartosz Wójcik
228
0
0
29 Aug 2025
Aligning Task- and Reconstruction-Oriented Communications for Edge Intelligence
Aligning Task- and Reconstruction-Oriented Communications for Edge IntelligenceIEEE Journal on Selected Areas in Communications (JSAC), 2025
Yufeng Diao
Yichi Zhang
Changyang She
Philip Guodong Zhao
Emma Liying Li
258
2
0
24 Feb 2025
Graph in the Vault: Protecting Edge GNN Inference with Trusted Execution Environment
Graph in the Vault: Protecting Edge GNN Inference with Trusted Execution EnvironmentDesign Automation Conference (DAC), 2025
Ruyi Ding
Tianhong Xu
A. A. Ding
Yunsi Fei
FedML
269
0
0
20 Feb 2025
Edge Graph Intelligence: Reciprocally Empowering Edge Networks with Graph Intelligence
Edge Graph Intelligence: Reciprocally Empowering Edge Networks with Graph Intelligence
Liekang Zeng
Shengyuan Ye
Xu Chen
Xiaoxi Zhang
Ju Ren
Jian Tang
Yang Yang
Xuemin
Shen
538
13
0
08 Jan 2025
HGNAS: Hardware-Aware Graph Neural Architecture Search for Edge Devices
HGNAS: Hardware-Aware Graph Neural Architecture Search for Edge DevicesIEEE transactions on computers (IEEE Trans. Comput.), 2024
Ao Zhou
Jianlei Yang
Yingjie Qi
Tong Qiao
Yumeng Shi
Cenlin Duan
Weisheng Zhao
Chunming Hu
GNN
249
4
0
23 Aug 2024
Collaborative Edge AI Inference over Cloud-RAN
Collaborative Edge AI Inference over Cloud-RAN
Pengfei Zhang
Dingzhu Wen
Guangxu Zhu
Qimei Chen
Kaifeng Han
Yuanming Shi
298
11
0
09 Apr 2024
Graph Neural Networks Automated Design and Deployment on Device-Edge
  Co-Inference Systems
Graph Neural Networks Automated Design and Deployment on Device-Edge Co-Inference Systems
Ao Zhou
Jianlei Yang
Tong Qiao
Yingjie Qi
Zhi Yang
Weisheng Zhao
Chunming Hu
GNN
302
5
0
08 Apr 2024
Towards A Flexible Accuracy-Oriented Deep Learning Module Inference
  Latency Prediction Framework for Adaptive Optimization Algorithms
Towards A Flexible Accuracy-Oriented Deep Learning Module Inference Latency Prediction Framework for Adaptive Optimization Algorithms
Jingran Shen
Nikos Tziritas
Georgios Theodoropoulos
248
0
0
11 Dec 2023
Green Edge AI: A Contemporary Survey
Green Edge AI: A Contemporary SurveyProceedings of the IEEE (Proc. IEEE), 2023
Yuyi Mao
X. Yu
Kaibin Huang
Ying-Jun Angela Zhang
Jun Zhang
480
76
0
01 Dec 2023
A Survey on Approximate Edge AI for Energy Efficient Autonomous Driving
  Services
A Survey on Approximate Edge AI for Energy Efficient Autonomous Driving ServicesIEEE Communications Surveys and Tutorials (COMST), 2023
Dewant Katare
Diego Perino
J. Nurmi
M. Warnier
Marijn Janssen
Aaron Yi Ding
317
69
0
13 Apr 2023
Task-Oriented Communication for Edge Video Analytics
Task-Oriented Communication for Edge Video AnalyticsIEEE Transactions on Wireless Communications (TWC), 2022
Jiawei Shao
Xinjie Zhang
Jun Zhang
235
38
0
25 Nov 2022
Resource-Constrained Edge AI with Early Exit Prediction
Resource-Constrained Edge AI with Early Exit Prediction
Rongkang Dong
Yuyi Mao
Jinchao Zhang
209
22
0
15 Jun 2022
Multi-user Co-inference with Batch Processing Capable Edge Server
Multi-user Co-inference with Batch Processing Capable Edge ServerIEEE Transactions on Wireless Communications (TWC), 2022
Wenqi Shi
Sheng Zhou
Z. Niu
Miao Jiang
Lu Geng
330
45
0
03 Jun 2022
Trustworthy Graph Neural Networks: Aspects, Methods and Trends
Trustworthy Graph Neural Networks: Aspects, Methods and TrendsProceedings of the IEEE (Proc. IEEE), 2022
He Zhang
Bang Wu
Lizhen Qu
Shirui Pan
Hanghang Tong
Jian Pei
421
161
0
16 May 2022
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and
  Applications
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications
Khaled B. Letaief
Yuanming Shi
Jianmin Lu
Jianhua Lu
339
558
0
24 Nov 2021
Task-Oriented Communication for Multi-Device Cooperative Edge Inference
Task-Oriented Communication for Multi-Device Cooperative Edge InferenceIEEE Transactions on Wireless Communications (IEEE TWC), 2021
Jiawei Shao
Yuyi Mao
Jun Zhang
326
177
0
01 Sep 2021
Communication-Computation Efficient Device-Edge Co-Inference via AutoML
Communication-Computation Efficient Device-Edge Co-Inference via AutoMLGlobal Communications Conference (GLOBECOM), 2021
Xinjie Zhang
Jiawei Shao
Yuyi Mao
Jun Zhang
293
10
0
30 Aug 2021
Learning Task-Oriented Communication for Edge Inference: An Information
  Bottleneck Approach
Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck ApproachIEEE Journal on Selected Areas in Communications (JSAC), 2021
Jiawei Shao
Yuyi Mao
Jun Zhang
297
308
0
08 Feb 2021
1
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