Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges

8 March 2021

Papers citing "Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges"

24 / 24 papers shown

Title
LimitNet: Progressive, Content-Aware Image Offloading for Extremely Weak Devices & Networks A. Hojjat Janek Haberer Tayyaba Zainab Olaf Landsiedel 35 3 0 18 Apr 2025
Towards Understanding How Knowledge Evolves in Large Vision-Language Models Sudong Wang Y. Zhang Yao Zhu Jianing Li Zizhe Wang Y. Liu Xiangyang Ji 69 0 0 31 Mar 2025
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
NaviSlim: Adaptive Context-Aware Navigation and Sensing via Dynamic Slimmable Networks Timothy K Johnsen Marco Levorato 31 1 0 16 May 2024
FOOL: Addressing the Downlink Bottleneck in Satellite Computing with Neural Feature Compression Alireza Furutanpey Qiyang Zhang Philipp Raith Tobias Pfandzelter Shangguang Wang Schahram Dustdar 88 4 0 25 Mar 2024
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Emad Fallahzadeh Bram Adams Ahmed E. Hassan MQ 32 3 0 25 Mar 2024
Adaptive Early Exiting for Collaborative Inference over Noisy Wireless Channels Mikolaj Jankowski Deniz Gunduz K. Mikolajczyk 11 3 0 29 Nov 2023
$Λ$ -Split: A Privacy-Preserving Split Computing Framework for Cloud-Powered Generative AI Shoki Ohta Takayuki Nishio 62 4 0 23 Oct 2023
Salted Inference: Enhancing Privacy while Maintaining Efficiency of Split Inference in Mobile Computing Mohammad Malekzadeh F. Kawsar FedML 20 5 0 20 Oct 2023
Anticipate, Ensemble and Prune: Improving Convolutional Neural Networks via Aggregated Early Exits Simone Sarti Eugenio Lomurno Matteo Matteucci 6 4 0 28 Jan 2023
I-SPLIT: Deep Network Interpretability for Split Computing Federico Cunico Luigi Capogrosso Francesco Setti D. Carra Franco Fummi Marco Cristani 22 14 0 23 Sep 2022
Dynamic Split Computing for Efficient Deep Edge Intelligence Arian Bakhtiarnia Nemanja Milošević Qi Zhang Dragana Bajović Alexandros Iosifidis 17 24 0 23 May 2022
SplitNets: Designing Neural Architectures for Efficient Distributed Computing on Head-Mounted Systems Xin Dong B. D. Salvo Meng Li Chiao Liu Zhongnan Qu H. T. Kung Ziyun Li 3DGS 13 20 0 10 Apr 2022
Update Compression for Deep Neural Networks on the Edge Bo Chen A. Bakhshi Gustavo E. A. P. A. Batista Brian Ng Tat-Jun Chin 14 17 0 09 Mar 2022
Spatio-Temporal Split Learning for Autonomous Aerial Surveillance using Urban Air Mobility (UAM) Networks Yoo Jeong Ha Soyi Jung Jae-Hyun Kim Marco Levorato Joongheon Kim 14 3 0 15 Nov 2021
Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering Siddhant Garg Alessandro Moschitti 27 26 0 14 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
Split Computing for Complex Object Detectors: Challenges and Preliminary Results Yoshitomo Matsubara Marco Levorato 31 24 0 27 Jul 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,943 0 20 Apr 2018
NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications Tien-Ju Yang Andrew G. Howard Bo Chen Xiao Zhang Alec Go Mark Sandler Vivienne Sze Hartwig Adam 88 513 0 09 Apr 2018
Understanding Autoencoders with Information Theoretic Concepts Shujian Yu José C. Príncipe AI4CE 38 132 0 30 Mar 2018
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,471 0 17 Apr 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,319 0 05 Nov 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 250 5,830 0 08 Jul 2016