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"

50 / 69 papers shown

Title
LimitNet: Progressive, Content-Aware Image Offloading for Extremely Weak Devices & Networks A. Hojjat Janek Haberer Tayyaba Zainab Olaf Landsiedel 39 3 0 18 Apr 2025
Towards Understanding How Knowledge Evolves in Large Vision-Language Models Sudong Wang Yuyao Zhang Yao Zhu Jianing Li Zizhe Wang Yi Liu Xiangyang Ji 137 0 0 31 Mar 2025
Optimization of Layer Skipping and Frequency Scaling for Convolutional Neural Networks under Latency Constraint Minh David Thao Chan Ruoyu Zhao Yukuan Jia Ruiqing Mao Sheng Zhou 49 0 0 31 Mar 2025
Unlocking Visual Secrets: Inverting Features with Diffusion Priors for Image Reconstruction Sai Qian Zhang Ziyun Li Chuan Guo Saeed Mahloujifar Deeksha Dangwal Edward Suh B. D. Salvo Chiao Liu DiffM 85 0 0 11 Dec 2024
Energy-Aware Dynamic Neural Inference Marcello Bullo Seifallah Jardak P. Carnelli Deniz Gündüz 27 0 0 04 Nov 2024
Optimizing Edge Offloading Decisions for Object Detection Jiaming Qiu Ruiqi Wang Brooks Hu Roch Guérin Chenyang Lu OffRL 24 0 0 24 Oct 2024
Resource-Efficient Sensor Fusion via System-Wide Dynamic Gated Neural Networks Chetna Singhal Yashuo Wu F. Malandrino Sharon Ladron de Guevara Contreras Marco Levorato C. Chiasserini 29 2 0 22 Oct 2024
EdgeRL: Reinforcement Learning-driven Deep Learning Model Inference Optimization at Edge Motahare Mounesan Xiaojie Zhang S. Debroy 21 1 0 16 Oct 2024
Distributed Inference on Mobile Edge and Cloud: An Early Exit based Clustering Approach Divya J. Bajpai M. Hanawal FedML 30 0 0 06 Oct 2024
Enhancing Split Computing and Early Exit Applications through Predefined Sparsity Luigi Capogrosso Enrico Fraccaroli Giulio Petrozziello Francesco Setti Samarjit Chakraborty Franco Fummi Marco Cristani 30 3 0 16 Jul 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey Guanqiao Qu Qiyuan Chen Wei Wei Zheng Lin Xianhao Chen Kaibin Huang 42 43 0 09 Jul 2024
MTL-Split: Multi-Task Learning for Edge Devices using Split Computing Luigi Capogrosso Enrico Fraccaroli Samarjit Chakraborty Franco Fummi Marco Cristani MoE 36 5 0 08 Jul 2024
NaviSplit: Dynamic Multi-Branch Split DNNs for Efficient Distributed Autonomous Navigation Timothy K Johnsen Ian Harshbarger Zixia Xia Marco Levorato 25 1 0 18 Jun 2024
Federating Dynamic Models using Early-Exit Architectures for Automatic Speech Recognition on Heterogeneous Clients Mohamed Nabih Ali A. Brutti Daniele Falavigna 39 0 0 27 May 2024
Multimodal Adaptive Inference for Document Image Classification with Anytime Early Exiting Omar Hamed Souhail Bakkali Marie-Francine Moens Matthew Blaschko Jordy Van Landeghem 27 1 0 21 May 2024
NaviSlim: Adaptive Context-Aware Navigation and Sensing via Dynamic Slimmable Networks Timothy K Johnsen Marco Levorato 31 1 0 16 May 2024
Compressive Feature Selection for Remote Visual Multi-Task Inference Saeed Ranjbar Alvar Ivan V. Bajić 25 0 0 15 May 2024
Lightweight Inference for Forward-Forward Algorithm Amin Aminifar Baichuan Huang Azra Abtahi Amir Aminifar 35 3 0 08 Apr 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 34 3 0 25 Mar 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 90 4 0 25 Mar 2024
Conditional computation in neural networks: principles and research trends Simone Scardapane Alessandro Baiocchi Alessio Devoto V. Marsocci Pasquale Minervini Jary Pomponi 34 1 0 12 Mar 2024
Resilience of Entropy Model in Distributed Neural Networks Milin Zhang Mohammad Abdi Shahriar Rifat Francesco Restuccia AAML 32 0 0 01 Mar 2024
SAE: Single Architecture Ensemble Neural Networks Martin Ferianc Hongxiang Fan Miguel R. D. Rodrigues UQCV 15 0 0 09 Feb 2024
Dynamic Semantic Compression for CNN Inference in Multi-access Edge Computing: A Graph Reinforcement Learning-based Autoencoder Nana Li Alexandros Iosifidis Qi Zhang 30 2 0 19 Jan 2024
I-SplitEE: Image classification in Split Computing DNNs with Early Exits Divya J. Bajpai Aastha Jaiswal M. Hanawal 20 5 0 19 Jan 2024
Adaptive Early Exiting for Collaborative Inference over Noisy Wireless Channels Mikolaj Jankowski Deniz Gunduz K. Mikolajczyk 24 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 27 5 0 20 Oct 2023
Faster and Accurate Neural Networks with Semantic Inference Sazzad Sayyed Jonathan D. Ashdown Francesco Restuccia 28 0 0 02 Oct 2023
SplitEE: Early Exit in Deep Neural Networks with Split Computing Divya J. Bajpai Vivek K. Trivedi S. L. Yadav M. Hanawal 28 5 0 17 Sep 2023
Efficient Single Object Detection on Image Patches with Early Exit Enhanced High-Precision CNNs Arne Moos 20 0 0 07 Sep 2023
Dynamic Early Exiting Predictive Coding Neural Networks Alaa Zniber Ouassim Karrakchou Mounir Ghogho 19 0 0 05 Sep 2023
Split Unlearning Guangsheng Yu Xu Wang Caijun Sun Xu Wang Baihe Ma Caijun Sun Wei Ni Ren Ping Liu MU 11 0 0 21 Aug 2023
Slimmable Encoders for Flexible Split DNNs in Bandwidth and Resource Constrained IoT Systems Juliano S. Assine José Cândido Silveira Santos Filho Eduardo Valle Marco Levorato 24 2 0 22 Jun 2023
Towards Anytime Classification in Early-Exit Architectures by Enforcing Conditional Monotonicity Metod Jazbec J. Allingham Dan Zhang Eric T. Nalisnick 18 11 0 05 Jun 2023
Sustainable Edge Intelligence Through Energy-Aware Early Exiting Marcello Bullo Seifallah Jardak P. Carnelli Deniz Gündüz 21 6 0 23 May 2023
Architectural Vision for Quantum Computing in the Edge-Cloud Continuum Alireza Furutanpey Johanna Barzen Marvin Bechtold Schahram Dustdar F. Leymann Philipp Raith Felix Truger 9 20 0 09 May 2023
Split-Et-Impera: A Framework for the Design of Distributed Deep Learning Applications Luigi Capogrosso Federico Cunico M. Lora Marco Cristani Franco Fummi D. Quaglia MoE 15 5 0 22 Mar 2023
FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge Computing Alireza Furutanpey Philipp Raith Schahram Dustdar 73 7 0 21 Feb 2023
Divide and Save: Splitting Workload Among Containers in an Edge Device to Save Energy and Time A. Khoshsirat Giovanni Perin M. Rossi 20 4 0 13 Feb 2023
Anticipate, Ensemble and Prune: Improving Convolutional Neural Networks via Aggregated Early Exits Simone Sarti Eugenio Lomurno Matteo Matteucci 19 4 0 28 Jan 2023
Privacy and Efficiency of Communications in Federated Split Learning Zongshun Zhang Andrea Pinto Valeria Turina Flavio Esposito I. Matta FedML 35 32 0 04 Jan 2023
Energy Consumption of Neural Networks on NVIDIA Edge Boards: an Empirical Model Seyyidahmed Lahmer A. Khoshsirat M. Rossi Andrea Zanella 8 11 0 04 Oct 2022
I-SPLIT: Deep Network Interpretability for Split Computing Federico Cunico Luigi Capogrosso Francesco Setti D. Carra Franco Fummi Marco Cristani 27 14 0 23 Sep 2022
Improving the Performance of DNN-based Software Services using Automated Layer Caching M. Abedi Yanni Iouannou Pooyan Jamshidi Hadi Hemmati 22 0 0 18 Sep 2022
Neural Architecture Search for Improving Latency-Accuracy Trade-off in Split Computing Shoma Shimizu Takayuki Nishio Shota Saito Yoichi Hirose Yen-Hsiu Chen Shinichi Shirakawa 34 3 0 30 Aug 2022
Efficient High-Resolution Deep Learning: A Survey Arian Bakhtiarnia Qi Zhang Alexandros Iosifidis MedIm 21 19 0 26 Jul 2022
Resource-Constrained Edge AI with Early Exit Prediction Rongkang Dong Yuyi Mao Jinchao Zhang 14 13 0 15 Jun 2022
Binarizing Split Learning for Data Privacy Enhancement and Computation Reduction Ngoc Duy Pham A. Abuadbba Yansong Gao K. Phan Naveen Chilamkurti 16 34 0 10 Jun 2022
Dynamic Split Computing for Efficient Deep Edge Intelligence Arian Bakhtiarnia Nemanja Milošević Qi Zhang Dragana Bajović Alexandros Iosifidis 20 24 0 23 May 2022