SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers

Neural Information Processing Systems (NeurIPS), 2019

28 May 2019

Papers citing "SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers"

50 / 73 papers shown

Title
Tin-Tin: Towards Tiny Learning on Tiny Devices with Integer-based Neural Network Training Yi Hu Jinhang Zuo Eddie Zhang Bob Iannucci Carlee Joe-Wong 223 1 0 13 Apr 2025
"We just did not have that on the embedded system": Insights and Challenges for Securing Microcontroller Systems from the Embedded CTF Competitions Zheyuan Ma Gaoxiang Liu Alex Eastman Kai Kaufman Md. Armanuzzaman Xi Tan Katherine Jesse Robert Walls Ziming Zhao 173 0 0 11 Mar 2025
Fast Data Aware Neural Architecture Search via Supernet Accelerated EvaluationInternet of Things (IoT), 2025 Emil Njor Colby R. Banbury Xenofon Fafoutis 249 2 0 18 Feb 2025
Cognitive Edge Computing: A Comprehensive Survey on Optimizing Large Models and AI Agents for Pervasive DeploymentInternational Conference on Artificial Neural Networks (ICANN), 2025 Xubin Wang Weijia Jia Weijia Jia 413 21 0 04 Jan 2025
DEX: Data Channel Extension for Efficient CNN Inference on Tiny AI AcceleratorsNeural Information Processing Systems (NeurIPS), 2024 Taesik Gong F. Kawsar Chulhong Min 236 4 0 09 Dec 2024
MCUBERT: Memory-Efficient BERT Inference on Commodity MicrocontrollersInternational Conference on Computer Aided Design (ICCAD), 2024 Zebin Yang Renze Chen Taiqiang Wu Ngai Wong Yun Liang Runsheng Wang R. Huang Meng Li MQ 171 2 0 23 Oct 2024
Studying the Impact of TensorFlow and PyTorch Bindings on Machine Learning Software Quality Hao Li Gopi Krishnan Rajbahadur Cor-Paul Bezemer 133 12 0 07 Jul 2024
Tiny Machine Learning: Progress and Futures Ji Lin Ligeng Zhu Wei-Ming Chen Wei-Chen Wang Song Han 202 108 0 28 Mar 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with PruningIEEE Conference on Computer Communications (INFOCOM), 2024 Lixiang Han Zhen Xiao Zhenjiang Li 228 12 0 17 Jan 2024
Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on Wearables Taesik Gong S. Jang Utku Günay Acer F. Kawsar Chulhong Min 297 3 0 11 Dec 2023
Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review M. Lê Pierre Wolinski Julyan Arbel 219 16 0 20 Nov 2023
Rankitect: Ranking Architecture Search Battling World-class Engineers at Meta ScaleThe Web Conference (WWW), 2023 Wei Wen Kuang-Hung Liu Igor Fedorov Xin Zhang Hang Yin ... Fangqiu Han Jiyan Yang Yuchen Hao Liang Xiong Wen-Yen Chen 197 2 0 14 Nov 2023
TinyFormer: Efficient Transformer Design and Deployment on Tiny DevicesIEEE Transactions on Circuits and Systems Part 1: Regular Papers (TCAS-I), 2023 Jianlei Yang Jiacheng Liao Fanding Lei Meichen Liu Junyi Chen Junyi Chen Han Wan Bei Yu Weisheng Zhao MoE 329 5 0 03 Nov 2023
Ultra-Efficient On-Device Object Detection on AI-Integrated Smart Glasses with TinyissimoYOLO Julian Moosmann Pietro Bonazzi Yawei Li Sizhen Bian Philipp Mayer Luca Benini Michele Magno 319 20 0 02 Nov 2023
Fully Onboard Low-Power Localization with Semantic Sensor Fusion on a Nano-UAV using Floor PlansIEEE International Conference on Robotics and Automation (ICRA), 2023 Nicky Zimmerman H. Müller Michele Magno Luca Benini 218 6 0 19 Oct 2023
Edge-InversionNet: Enabling Efficient Inference of InversionNet on Edge Devices Zhepeng Wang Isaacshubhanand Putla Weiwen Jiang Youzuo Lin 163 3 0 14 Oct 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A surveyIEEE Communications Surveys and Tutorials (COMST), 2023 Sicong Liu Bin Guo Cheng Fang Ziqi Wang Shiyan Luo Zimu Zhou Zhiwen Yu AI4CE 227 35 0 27 Sep 2023
Flexible and Fully Quantized Ultra-Lightweight TinyissimoYOLO for Ultra-Low-Power Edge SystemsIEEE Access (IEEE Access), 2023 Julian Moosmann H. Mueller Nicky Zimmerman Georg Rutishauser Luca Benini Michele Magno 241 14 0 12 Jul 2023
Learning Activation Functions for Sparse Neural Networks Mohammad Loni Aditya Mohan Mehdi Asadi Marius Lindauer 161 5 0 18 May 2023
The Case for Hierarchical Deep Learning Inference at the Network Edge Ghina Al-Atat Andrea Fresa Adarsh Prasad Behera Vishnu Narayanan Moothedath James Gross J. Champati 133 12 0 23 Apr 2023
Data Aware Neural Architecture Search Emil Njor J. Madsen Xenofon Fafoutis 160 8 0 04 Apr 2023
PerfSAGE: Generalized Inference Performance Predictor for Arbitrary Deep Learning Models on Edge Devices Yuji Chai Devashree Tripathy Chu Zhou Dibakar Gope Igor Fedorov Ramon Matas David Brooks Gu-Yeon Wei P. Whatmough GNN 155 6 0 26 Jan 2023
Pex: Memory-efficient Microcontroller Deep Learning through Partial Execution Edgar Liberis Nicholas D. Lane 286 5 0 30 Nov 2022
Enhancing Efficiency in Multidevice Federated Learning through Data Selection Fan Mo Mohammad Malekzadeh S. Chatterjee F. Kawsar Akhil Mathur FedML 344 4 0 08 Nov 2022
Hardware Accelerator and Neural Network Co-Optimization for Ultra-Low-Power Audio Processing DevicesEuromicro Symposium on Digital Systems Design (DSD), 2022 Christoph Gerum Adrian Frischknecht T. Hald Paul Palomero Bernardo Konstantin Lubeck Oliver Bringmann 182 12 0 08 Sep 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey Dalin Zhang Kaixuan Chen Yan Zhao B. Yang Li-Ping Yao Christian S. Jensen 237 4 0 22 Aug 2022
Machine Learning with Confidential Computing: A Systematization of KnowledgeACM Computing Surveys (ACM CSUR), 2022 Fan Mo Zahra Tarkhani Hamed Haddadi 327 19 0 22 Aug 2022
Tackling Neural Architecture Search With Quality Diversity Optimization Lennart Schneider Florian Pfisterer P. Kent Juergen Branke J. Herbinger Janek Thomas AI4CE 166 3 0 30 Jul 2022
On-Device Training Under 256KB MemoryNeural Information Processing Systems (NeurIPS), 2022 Ji Lin Ligeng Zhu Wei-Ming Chen Wei-Chen Wang Chuang Gan Song Han MQ 345 254 0 30 Jun 2022
Machine Learning for Microcontroller-Class Hardware: A ReviewIEEE Sensors Journal (IEEE Sens. J.), 2022 Swapnil Sayan Saha S. Sandha Mani B. Srivastava 411 167 0 29 May 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Chengyue Wu Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 222 131 0 25 Apr 2022
Depth Pruning with Auxiliary Networks for TinyMLIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Josen Daniel De Leon Rowel Atienza VLM 215 14 0 22 Apr 2022
Software Engineering Approaches for TinyML based IoT Embedded Vision: A Systematic Literature ReviewInternational Workshop on Software Engineering Research & Practices for the Internet of Things (ERPIT), 2022 Shashank Bangalore Lakshman Nasir U. Eisty 105 13 0 19 Apr 2022
Intelligence at the Extreme Edge: A Survey on Reformable TinyMLACM Computing Surveys (ACM CSUR), 2022 Visal Rajapakse Ishan Karunanayake Nadeem Ahmed SyDa 153 72 0 02 Apr 2022
YONO: Modeling Multiple Heterogeneous Neural Networks on MicrocontrollersInternational Symposium on Information Processing in Sensor Networks (IPSN), 2022 Young D. Kwon Jagmohan Chauhan Cecilia Mascolo 146 14 0 08 Mar 2022
UDC: Unified DNAS for Compressible TinyML ModelsNeural Information Processing Systems (NeurIPS), 2022 Igor Fedorov Ramon Matas Hokchhay Tann Chu Zhou Matthew Mattina P. Whatmough AI4CE 234 16 0 15 Jan 2022
AnalogNets: ML-HW Co-Design of Noise-robust TinyML Models and Always-On Analog Compute-in-Memory Accelerator Chuteng Zhou F. García-Redondo Julian Büchel I. Boybat Xavier Timoneda Comas S. Nandakumar Shidhartha Das Abu Sebastian Corey Lammie P. Whatmough 128 19 0 10 Nov 2021
MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep LearningNeural Information Processing Systems (NeurIPS), 2021 Ji Lin Wei-Ming Chen Han Cai Chuang Gan Song Han 246 179 0 28 Oct 2021
Differentiable Network Pruning for Microcontrollers Edgar Liberis Nicholas D. Lane 218 24 0 15 Oct 2021
AdaCon: Adaptive Context-Aware Object Detection for Resource-Constrained Embedded Devices Marina Neseem Sherief Reda ObjD 111 5 0 16 Aug 2021
Tiny Machine Learning for Concept DriftIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Simone Disabato M. Roveri 146 33 0 30 Jul 2021
LENS: Layer Distribution Enabled Neural Architecture Search in Edge-Cloud HierarchiesDesign Automation Conference (DAC), 2021 Mohanad Odema Nafiul Rashid B. U. Demirel Mohammad Abdullah Al Faruque 147 12 0 20 Jul 2021
S2TA: Exploiting Structured Sparsity for Energy-Efficient Mobile CNN AccelerationInternational Symposium on High-Performance Computer Architecture (HPCA), 2021 Zhi-Gang Liu P. Whatmough Yuhao Zhu Matthew Mattina MQ 170 97 0 16 Jul 2021
MLPerf Tiny Benchmark Colby R. Banbury Vijay Janapa Reddi P. Torelli J. Holleman Nat Jeffries ... Videet Parekh Honson Tran Nhan Tran Niu Wenxu Xu Xuesong VLM 408 237 0 14 Jun 2021
Measuring what Really Matters: Optimizing Neural Networks for TinyML Lennart Heim Andreas Biri Zhongnan Qu Lothar Thiele 180 32 0 21 Apr 2021
Recognition of handwritten MNIST digits on low-memory 2 Kb RAM Arduino board using LogNNet reservoir neural network Y. Izotov Andrei Velichko A. Ivshin R. Novitskiy 136 8 0 20 Apr 2021
End-to-end Keyword Spotting using Neural Architecture Search and QuantizationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 David Peter Wolfgang Roth Franz Pernkopf MQ 115 17 0 14 Apr 2021
TENT: Efficient Quantization of Neural Networks on the tiny Edge with Tapered FixEd PoiNT H. F. Langroudi Vedant Karia Tej Pandit Dhireesha Kudithipudi MQ 104 11 0 06 Apr 2021
cuConv: A CUDA Implementation of Convolution for CNN InferenceCluster Computing (Cluster Comput.), 2021 Marc Jordà Pedro Valero-Lara Antonio J. Peña 3DV BDL 126 15 0 30 Mar 2021
Leaky Nets: Recovering Embedded Neural Network Models and Inputs through Simple Power and Timing Side-Channels -- Attacks and DefensesIEEE Internet of Things Journal (IEEE IoT Journal), 2021 Saurav Maji Utsav Banerjee A. Chandrakasan AAML 181 40 0 26 Mar 2021