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1905.10083
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Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing
24 May 2019
Zhi Zhou
Xu Chen
En Li
Liekang Zeng
Ke Luo
Junshan Zhang
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Papers citing
"Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing"
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Title
Federated Learning for Cyber Physical Systems: A Comprehensive Survey
Minh K. Quan
P. Pathirana
M. Wijayasundara
S. Setunge
Dinh C. Nguyen
Christopher G. Brinton
David J. Love
H. Vincent Poor
AI4CE
47
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0
08 May 2025
LiteChain: A Lightweight Blockchain for Verifiable and Scalable Federated Learning in Massive Edge Networks
Handi Chen
Rui Zhou
Yun-Hin Chan
Zhihan Jiang
Xianhao Chen
Edith C. H. Ngai
50
0
0
06 Mar 2025
SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models
Jiang Zhang
Rohan Sequeira
Konstantinos Psounis
SyDa
73
0
0
05 Mar 2025
Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable
Tiansheng Huang
Sihao Hu
Fatih Ilhan
Selim Furkan Tekin
Zachary Yahn
Yichang Xu
Ling Liu
53
8
0
01 Mar 2025
Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time
Matteo Risso
Alessio Burrello
Daniele Jahier Pagliari
41
0
0
24 Feb 2025
InTec: integrated things-edge computing: a framework for distributing machine learning pipelines in edge AI systems
Habib Larian
Faramarz Safi-Esfahani
42
0
0
17 Feb 2025
Edge-device Collaborative Computing for Multi-view Classification
Marco Palena
Tania Cerquitelli
Carla Fabiana Chiasserini
13
3
0
24 Sep 2024
Benchmarking Edge AI Platforms for High-Performance ML Inference
Rakshith Jayanth
Neelesh Gupta
Viktor Prasanna
BDL
17
0
0
23 Sep 2024
Private Collaborative Edge Inference via Over-the-Air Computation
Selim F. Yilmaz
Burak Hasircioglu
Li Qiao
Deniz Gunduz
FedML
48
0
0
30 Jul 2024
Parallel Split Learning with Global Sampling
Mohammad Kohankhaki
Ahmad Ayad
Mahdi Barhoush
A. Schmeink
28
1
0
22 Jul 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey
Guanqiao Qu
Qiyuan Chen
Wei Wei
Zheng Lin
Xianhao Chen
Kaibin Huang
35
41
0
09 Jul 2024
Data Quality in Edge Machine Learning: A State-of-the-Art Survey
M. D. Belgoumri
Mohamed Reda Bouadjenek
Sunil Aryal
Hakim Hacid
22
1
0
01 Jun 2024
Implementation of Big AI Models for Wireless Networks with Collaborative Edge Computing
Liekang Zeng
Shengyuan Ye
Xu Chen
Yang Yang
19
11
0
27 Apr 2024
Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories
Ning Yang
Shuo Chen
Haijun Zhang
Randall Berry
OffRL
29
5
0
22 Apr 2024
Memory-Efficient and Secure DNN Inference on TrustZone-enabled Consumer IoT Devices
Xueshuo Xie
Haoxu Wang
Zhaolong Jian
Tao Li
Wei Wang
Zhiwei Xu
Gui-Ping Wang
11
2
0
19 Mar 2024
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes
Francesco Daghero
Alessio Burrello
Enrico Macii
P. Montuschi
M. Poncino
Daniele Jahier Pagliari
10
4
0
16 Jun 2023
Precision-aware Latency and Energy Balancing on Multi-Accelerator Platforms for DNN Inference
Matteo Risso
Alessio Burrello
G. M. Sarda
Luca Benini
Enrico Macii
M. Poncino
Marian Verhelst
Daniele Jahier Pagliari
20
4
0
08 Jun 2023
Lyapunov-Driven Deep Reinforcement Learning for Edge Inference Empowered by Reconfigurable Intelligent Surfaces
Kyriakos Stylianopoulos
M. Merluzzi
P. Lorenzo
G. C. Alexandropoulos
25
9
0
18 May 2023
A Survey of Federated Evaluation in Federated Learning
Behnaz Soltani
Yipeng Zhou
Venus Haghighi
John C. S. Lui
FedML
28
12
0
14 May 2023
FedKNOW: Federated Continual Learning with Signature Task Knowledge Integration at Edge
Yaxin Luopan
Rui Han
Qinglong Zhang
Chi Harold Liu
Guoren Wang
FedML
16
18
0
04 Dec 2022
Task-Oriented Over-the-Air Computation for Multi-Device Edge AI
Dingzhu Wen
Xiang Jiao
Peixi Liu
Guangxu Zhu
Yuanming Shi
Kaibin Huang
28
37
0
02 Nov 2022
Integration of Neuromorphic AI in Event-Driven Distributed Digitized Systems: Concepts and Research Directions
Mattias Nilsson
Olov Schelén
Anders Lindgren
Ulf Bodin
Cristina Paniagua
J. Delsing
Fredrik Sandin
22
14
0
20 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
17
56
0
01 Aug 2022
A Survey on Collaborative DNN Inference for Edge Intelligence
Weiqing Ren
Yuben Qu
Chao Dong
Yuqian Jing
Hao Sun
Qihui Wu
Song Guo
23
49
0
16 Jul 2022
Device-Cloud Collaborative Recommendation via Meta Controller
Jiangchao Yao
Feng Wang
Xichen Ding
Shaohu Chen
Bo Han
Jingren Zhou
Hongxia Yang
11
17
0
07 Jul 2022
Enabling Harmonious Human-Machine Interaction with Visual-Context Augmented Dialogue System: A Review
Hao Wang
Bin Guo
Y. Zeng
Yasan Ding
Chen Qiu
Ying Zhang
Li Yao
Zhiwen Yu
25
2
0
02 Jul 2022
Fundamental Limits of Communication Efficiency for Model Aggregation in Distributed Learning: A Rate-Distortion Approach
Naifu Zhang
M. Tao
Jia Wang
Fan Xu
11
13
0
28 Jun 2022
On the Decentralization of Blockchain-enabled Asynchronous Federated Learning
F. Wilhelmi
Elia Guerra
Paolo Dini
14
6
0
20 May 2022
Enabling All In-Edge Deep Learning: A Literature Review
Praveen Joshi
Mohammed Hasanuzzaman
Chandra Thapa
Haithem Afli
T. Scully
19
22
0
07 Apr 2022
ACE: Towards Application-Centric Edge-Cloud Collaborative Intelligence
Luhui Wang
Cong Zhao
Shusen Yang
Xinyu Yang
Julie McCann
25
1
0
24 Mar 2022
AI for Next Generation Computing: Emerging Trends and Future Directions
S. Gill
Minxian Xu
Carlo Ottaviani
Panos Patros
Rami Bahsoon
...
R. Sakellariou
Schahram Dustdar
Omer F. Rana
Ivona Brandić
Steve Uhlig
18
387
0
05 Mar 2022
Towards Enabling Dynamic Convolution Neural Network Inference for Edge Intelligence
Adewale Adeyemo
Travis Sandefur
Tolulope A. Odetola
S. R. Hasan
11
4
0
18 Feb 2022
CQELS 2.0: Towards A Unified Framework for Semantic Stream Fusion
Anh Le-Tuan
Manh Nguyen-Duc
Chien-Quang Le
T. Tran
M. Hauswirth
Thomas Eiter
Danh Le-Phuoc
FedML
8
3
0
15 Feb 2022
Edge Robotics: Edge-Computing-Accelerated Multi-Robot Simultaneous Localization and Mapping
Peng Huang
Liekang Zeng
Xu Chen
Ke Luo
Zhi Zhou
Shuai Yu
25
50
0
25 Dec 2021
DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems
Martin Rapp
R. Khalili
Kilian Pfeiffer
J. Henkel
19
18
0
16 Dec 2021
R2: A Distributed Remote Function Execution Mechanism With Built-in Metadata
Jianpeng Qi
Rui Wang
13
5
0
05 Dec 2021
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications
Khaled B. Letaief
Yuanming Shi
Jianmin Lu
Jianhua Lu
26
414
0
24 Nov 2021
Guarding Machine Learning Hardware Against Physical Side-Channel Attacks
Anuj Dubey
Rosario Cammarota
Vikram B. Suresh
Aydin Aysu
AAML
18
30
0
01 Sep 2021
Task-Oriented Communication for Multi-Device Cooperative Edge Inference
Jiawei Shao
Yuyi Mao
Jun Zhang
20
128
0
01 Sep 2021
perf4sight: A toolflow to model CNN training performance on Edge GPUs
A. Rajagopal
C. Bouganis
18
7
0
12 Aug 2021
Accelerating Edge Intelligence via Integrated Sensing and Communication
Tong Zhang
Shuai Wang
Guoliang Li
Fan Liu
Guangxu Zhu
Rui-cang Wang
6
34
0
20 Jul 2021
FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning
Di Wu
R. Ullah
P. Harvey
Peter Kilpatrick
I. Spence
Blesson Varghese
32
78
0
09 Jul 2021
Management of Resource at the Network Edge for Federated Learning
Silvana Trindade
L. Bittencourt
N. Fonseca
11
6
0
07 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
26
86
0
04 May 2021
Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design
Cong Hao
Jordan Dotzel
Jinjun Xiong
Luca Benini
Zhiru Zhang
Deming Chen
48
34
0
25 Mar 2021
Compacting Deep Neural Networks for Internet of Things: Methods and Applications
Ke Zhang
Hanbo Ying
Hongning Dai
Lin Li
Yuangyuang Peng
Keyi Guo
Hongfang Yu
16
38
0
20 Mar 2021
Deep Reinforcement Learning-Aided RAN Slicing Enforcement for B5G Latency Sensitive Services
Sergio Martiradonna
A. Abrardo
M. Moretti
G. Piro
G. Boggia
11
0
0
18 Mar 2021
CoEdge: Cooperative DNN Inference with Adaptive Workload Partitioning over Heterogeneous Edge Devices
Liekang Zeng
Xu Chen
Zhi Zhou
Lei Yang
Junshan Zhang
32
201
0
06 Dec 2020
Bringing AI To Edge: From Deep Learning's Perspective
Di Liu
Hao Kong
Xiangzhong Luo
Weichen Liu
Ravi Subramaniam
34
116
0
25 Nov 2020
6G Networks: Beyond Shannon Towards Semantic and Goal-Oriented Communications
Emilio Calvanese Strinati
Sergio Barbarossa
14
386
0
04 Nov 2020
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