Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing

4 October 2019

Xu Chen

Papers citing "Edge AI: On-Demand Accelerating Deep Neural Network Inference via Edge Computing"

50 / 138 papers shown

Title
Intelligent Orchestration of Distributed Large Foundation Model Inference at the Edge Fernando Koch Aladin Djuhera Alecio Binotto 74 0 0 01 Jul 2025
Route-and-Reason: Scaling Large Language Model Reasoning with Reinforced Model Router Chenyang Shao Xinyang Liu Yutang Lin Fengli Xu Yong Li MoE LRM 68 0 0 06 Jun 2025
Clip4Retrofit: Enabling Real-Time Image Labeling on Edge Devices via Cross-Architecture CLIP Distillation Li Zhong Ahmed Ghazal Jun-Jun Wan Frederik Zilly Patrick Mackens Joachim E. Vollrath Bogdan Sorin Coseriu 247 0 0 23 May 2025
The Larger the Merrier? Efficient Large AI Model Inference in Wireless Edge Networks Zhonghao Lyu Ming Xiao Jie Xu Mikael Skoglund Marco Di Renzo 61 1 0 14 May 2025
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 108 0 0 08 May 2025
Onboard Optimization and Learning: A Survey Monirul Islam Pavel Siyi Hu Mahardhika Pratama Ryszard Kowalczyk 66 0 0 07 May 2025
A Wireless Collaborated Inference Acceleration Framework for Plant Disease Recognition Hele Zhu Xinyi Huang Haojia Gao Mengfei Jiang Haohua Que Lei Mu 124 0 0 05 May 2025
Hyperflows: Pruning Reveals the Importance of Weights Eugen Barbulescu Antonio Alexoaie 60 0 0 06 Apr 2025
Robust DNN Partitioning and Resource Allocation Under Uncertain Inference Time Zhaojun Nan Yunchu Han Sheng Zhou Zhisheng Niu 128 0 0 27 Mar 2025
Empowering Edge Intelligence: A Comprehensive Survey on On-Device AI Models Xubin Wang Zhiqing Tang Jianxiong Guo Tianhui Meng Chenhao Wang Tian-sheng Wang Weijia Jia 102 6 0 08 Mar 2025
Dynamic Pricing for On-Demand DNN Inference in the Edge-AI Market Songyuan Li Jia Hu Geyong Min Haojun Huang Jiwei Huang 87 0 0 06 Mar 2025
Aligning Task- and Reconstruction-Oriented Communications for Edge Intelligence Yufeng Diao Yichi Zhang Changyang She Philip Guodong Zhao Emma Liying Li 96 0 0 24 Feb 2025
Privacy-Aware Joint DNN Model Deployment and Partitioning Optimization for Collaborative Edge Inference Services Zhipeng Cheng Xiaoyu Xia Hong Wang Minghui Liwang Ning Chen Xuwei Fan Xianbin Wang 92 0 0 22 Feb 2025
InTec: integrated things-edge computing: a framework for distributing machine learning pipelines in edge AI systems Habib Larian Faramarz Safi-Esfahani 100 2 0 17 Feb 2025
Janus: Collaborative Vision Transformer Under Dynamic Network Environment Linyi Jiang Silvery Fu Yifei Zhu Bo Li ViT 461 0 0 14 Feb 2025
Vision-Language Models for Edge Networks: A Comprehensive Survey Ahmed Sharshar Latif U. Khan Waseem Ullah Mohsen Guizani VLM 160 3 0 11 Feb 2025
BEEM: Boosting Performance of Early Exit DNNs using Multi-Exit Classifiers as Experts Divya J. Bajpai M. Hanawal 150 1 0 02 Feb 2025
DCentNet: Decentralized Multistage Biomedical Signal Classification using Early Exits Xiaolin Li Binhua Huang B. Cardiff Deepu John 71 0 0 31 Jan 2025
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 145 3 0 08 Jan 2025
Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System Strategies Xubin Wang Weijia Jia 169 2 0 08 Jan 2025
Energy Optimization of Multi-task DNN Inference in MEC-assisted XR Devices: A Lyapunov-Guided Reinforcement Learning Approach Yanzan Sun Jiacheng Qiu Guangjin Pan Shugong Xu Shunqing Zhang Xiaoyun Wang Shuangfeng Han 65 0 0 07 Jan 2025
tuGEMM: Area-Power-Efficient Temporal Unary GEMM Architecture for Low-Precision Edge AI Harideep Nair P. Vellaisamy Albert Chen Joseph Finn Anna Li Manav Trivedi J. Shen 53 3 0 23 Dec 2024
Data Generation for Hardware-Friendly Post-Training Quantization Lior Dikstein Ariel Lapid Arnon Netzer H. Habi MQ 482 0 0 29 Oct 2024
Edge AI Collaborative Learning: Bayesian Approaches to Uncertainty Estimation Gleb I. Radchenko Victoria Andrea Fill 49 0 0 11 Oct 2024
Distributed Inference on Mobile Edge and Cloud: An Early Exit based Clustering Approach Divya J. Bajpai M. Hanawal FedML 58 0 0 06 Oct 2024
ParallelSFL: A Novel Split Federated Learning Framework Tackling Heterogeneity Issues Yunming Liao Yang Xu Hongli Xu Zhiwei Yao Liusheng Huang C. Qiao FedML 71 9 0 02 Oct 2024
Learning the Optimal Path and DNN Partition for Collaborative Edge Inference Yin Huang Letian Zhang Jie Xu 69 1 0 02 Oct 2024
SHEATH: Defending Horizontal Collaboration for Distributed CNNs against Adversarial Noise Muneeba Asif Mohammad Kumail Kazmi M. Rahman S. R. Hasan Soamar Homsi AAML 55 0 0 25 Sep 2024
A QoE-Aware Split Inference Accelerating Algorithm for NOMA-based Edge Intelligence Xin Yuan Ning Li Quan Chen Wenchao Xu Zhaoxin Zhang Song Guo 61 0 0 25 Sep 2024
Automated and Holistic Co-design of Neural Networks and ASICs for Enabling In-Pixel Intelligence Shubha R. Kharel Prashansa Mukim Piotr Maj Grzegorz W. Deptuch Shinjae Yoo Yihui Ren Soumyajit Mandal 68 0 0 18 Jul 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 43 0 0 16 Jul 2024
Adaptive Layer Splitting for Wireless LLM Inference in Edge Computing: A Model-Based Reinforcement Learning Approach Yuxuan Chen Rongpeng Li Xiaoxue Yu Zhifeng Zhao Honggang Zhang 88 10 0 03 Jun 2024
Online Resource Allocation for Edge Intelligence with Colocated Model Retraining and Inference Huaiguang Cai Zhi Zhou Qianyi Huang 71 4 0 25 May 2024
CEEBERT: Cross-Domain Inference in Early Exit BERT Divya J. Bajpai M. Hanawal LRM 79 5 0 23 May 2024
Edge Intelligence Optimization for Large Language Model Inference with Batching and Quantization Xinyuan Zhang Jiang Liu Zehui Xiong Yudong Huang Gaochang Xie Ran Zhang 52 5 0 12 May 2024
Embedded Distributed Inference of Deep Neural Networks: A Systematic Review Federico Nicolás Peccia Oliver Bringmann 90 0 0 06 May 2024
Collaborative Satellite Computing through Adaptive DNN Task Splitting and Offloading Shifeng Peng Xuefeng Hou Zhishu Shen Qiushi Zheng Jiong Jin Atsushi Tagami Jingling Yuan 21 2 0 06 May 2024
Socialized Learning: A Survey of the Paradigm Shift for Edge Intelligence in Networked Systems Xiaofei Wang Yunfeng Zhao Chao Qiu Qinghua Hu Victor C. M. Leung 89 7 0 20 Apr 2024
I/O in Machine Learning Applications on HPC Systems: A 360-degree Survey Noah Lewis J. L. Bez Suren Byna 109 0 0 16 Apr 2024
Collaborative Edge AI Inference over Cloud-RAN Pengfei Zhang Dingzhu Wen Guangxu Zhu Qimei Chen Kaifeng Han Yuanming Shi 103 6 0 09 Apr 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 94 3 0 11 Mar 2024
HeteGen: Heterogeneous Parallel Inference for Large Language Models on Resource-Constrained Devices Xuanlei Zhao Bin Jia Hao Zhou Ziming Liu Shenggan Cheng Yang You 36 5 0 02 Mar 2024
Selective Task offloading for Maximum Inference Accuracy and Energy efficient Real-Time IoT Sensing Systems Abdelkarim Ben Sada Amar Khelloufi Abdenacer Naouri Huansheng Ning Sahraoui Dhelim 38 1 0 24 Feb 2024
Attention-aware Semantic Communications for Collaborative Inference Jiwoong Im Nayoung Kwon Taewoo Park Jiheon Woo Jaeho Lee Yongjune Kim 76 2 0 23 Feb 2024
Adaptive Inference: Theoretical Limits and Unexplored Opportunities S. Hor Ying Qian Mert Pilanci Amin Arbabian 60 0 0 06 Feb 2024
SwapNet: Efficient Swapping for DNN Inference on Edge AI Devices Beyond the Memory Budget Kun Wang Jiani Cao Zimu Zhou Zhenjiang Li 57 7 0 30 Jan 2024
The Security and Privacy of Mobile Edge Computing: An Artificial Intelligence Perspective Cheng Wang Zenghui Yuan Pan Zhou Zichuan Xu Ruixuan Li Dapeng Wu 45 24 0 03 Jan 2024
Energy-Efficient Power Control for Multiple-Task Split Inference in UAVs: A Tiny Learning-Based Approach Chenxi Zhao Min Sheng Junyu Liu Tianshu Chu Jiandong Li 45 3 0 31 Dec 2023
Mobility and Cost Aware Inference Accelerating Algorithm for Edge Intelligence Xin Yuan Ning Li Kang Wei Wenchao Xu Quan Chen Hao Chen Song Guo 57 1 0 27 Dec 2023
High Efficiency Inference Accelerating Algorithm for NOMA-based Mobile Edge Computing Xin Yuan Ning Li Tuo Zhang Muqing Li Yuwen Chen José-Fernán Martínez Ortega Song Guo 64 0 0 26 Dec 2023