Title
A Neural Network Mode for PX4 on Embedded Flight Controllers Sindre M. Hegre Welf Rehberg M. Kulkarni Kostas Alexis 27 0 0 01 May 2025
Vision Controlled Orthotic Hand Exoskeleton Connor Blais Md Abdul Baset Sarker Masudul H. Imtiaz 30 0 0 22 Apr 2025
Collaborative Learning of On-Device Small Model and Cloud-Based Large Model: Advances and Future Directions Chaoyue Niu Yucheng Ding Junhui Lu Zhengxiang Huang Hang Zeng Yutong Dai Xuezhen Tu Chengfei Lv Fan Wu Guihai Chen 27 1 0 17 Apr 2025
On-Sensor Convolutional Neural Networks with Early-Exits Hazem Hesham Yousef Shalby Arianna De Vecchi Alice Scandelli Pietro Bartoli Diana Trojaniello Manuel Roveri Federica Villa 43 0 0 21 Mar 2025
SeSeMI: Secure Serverless Model Inference on Sensitive Data Guoyu Hu Yuncheng Wu Gang Chen Tien Tuan Anh Dinh Beng Chin Ooi 73 1 0 16 Dec 2024
Optimizing LoRa for Edge Computing with TinyML Pipeline for Channel Hopping Marla Grunewald Mounir Bensalem Admela Jukan 66 0 0 02 Dec 2024
Poor Man's Training on MCUs: A Memory-Efficient Quantized Back-Propagation-Free Approach Yequan Zhao Hai Li Ian Young Zheng-Wei Zhang MQ 37 2 0 07 Nov 2024
MCUBERT: Memory-Efficient BERT Inference on Commodity Microcontrollers Zebin Yang Renze Chen Taiqiang Wu Ngai Wong Yun Liang Runsheng Wang R. Huang Meng Li MQ 27 1 0 23 Oct 2024
MATCH: Model-Aware TVM-based Compilation for Heterogeneous Edge Devices Mohamed Amine Hamdi Francesco Daghero G. M. Sarda Josse Van Delm Arne Symons Luca Benini Marian Verhelst Daniele Jahier Pagliari Alessio Burrello 29 1 0 11 Oct 2024
TinyLidarNet: 2D LiDAR-based End-to-End Deep Learning Model for F1TENTH Autonomous Racing Mohammed Misbah Zarrar QiTao Weng Bakhbyergyen Yerjan Ahmet Soyyigit Heechul Yun 11 2 0 09 Oct 2024
MicroFlow: An Efficient Rust-Based Inference Engine for TinyML Matteo Carnelos Francesco Pasti Nicola Bellotto 18 1 0 28 Sep 2024
TinyTNAS: GPU-Free, Time-Bound, Hardware-Aware Neural Architecture Search for TinyML Time Series Classification Bidyut Saha Riya Samanta S. K. Ghosh Ram Babu Roy 16 3 0 29 Aug 2024
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models On Heterogeneous Microcontrollers Moritz Scherer Luka Macan Victor J. B. Jung Philip Wiese Luca Bompani Alessio Burrello Francesco Conti Luca Benini MoE 41 10 0 08 Aug 2024
SepAl: Sepsis Alerts On Low Power Wearables With Digital Biomarkers and On-Device Tiny Machine Learning Marco Giordano Kanika S. Dheman Michele Magno 32 3 0 31 Jul 2024
HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms Josse Van Delm Maarten Vandersteegen Alessio Burrello G. M. Sarda Francesco Conti Daniele Jahier Pagliari Luca Benini Marian Verhelst 28 7 0 11 Jun 2024
TinySV: Speaker Verification in TinyML with On-device Learning Massimo Pavan Gioele Mombelli Francesco Sinacori Manuel Roveri 43 2 0 03 Jun 2024
xTern: Energy-Efficient Ternary Neural Network Inference on RISC-V-Based Edge Systems Georg Rutishauser Joan Mihali Moritz Scherer Luca Benini 24 1 0 29 May 2024
Distributed Threat Intelligence at the Edge Devices: A Large Language Model-Driven Approach Syed Mhamudul Hasan Alaa M. Alotaibi Sajedul Talukder A. Shahid 28 8 0 14 May 2024
On-device Online Learning and Semantic Management of TinyML Systems Haoyu Ren Xue Li Darko Anicic Thomas Runkler 37 3 0 13 May 2024
TinySeg: Model Optimizing Framework for Image Segmentation on Tiny Embedded Systems Byungchul Chae Jiae Kim Seonyeong Heo VLM 25 0 0 03 May 2024
Wake Vision: A Large-scale, Diverse Dataset and Benchmark Suite for TinyML Person Detection Colby R. Banbury Emil Njor Matthew P. Stewart Pete Warden M. Kudlur Nat Jeffries Xenofon Fafoutis Vijay Janapa Reddi VLM 42 0 0 01 May 2024
vMCU: Coordinated Memory Management and Kernel Optimization for DNN Inference on MCUs Size Zheng Renze Chen Meng Li Zihao Ye Luis Ceze Yun Liang 21 1 0 01 May 2024
On TinyML and Cybersecurity: Electric Vehicle Charging Infrastructure Use Case Fatemeh Dehrouyeh Li Yang F. Badrkhani Ajaei Abdallah Shami 25 6 0 25 Apr 2024
Register Your Forests: Decision Tree Ensemble Optimization by Explicit CPU Register Allocation Daniel Biebert Christian Hakert Kuan-Hsun Chen Jian-Jia Chen 33 1 0 10 Apr 2024
Lightweight Deep Learning for Resource-Constrained Environments: A Survey Hou-I Liu Marco Galindo Hongxia Xie Lai-Kuan Wong Hong-Han Shuai Yung-Hui Li Wen-Huang Cheng 55 48 0 08 Apr 2024
Tiny Machine Learning: Progress and Futures Ji Lin Ligeng Zhu Wei-Ming Chen Wei-Chen Wang Song Han 41 51 0 28 Mar 2024
DiTMoS: Delving into Diverse Tiny-Model Selection on Microcontrollers Xiao Ma Shengfeng He Hezhe Qiao Dong-Lai Ma 29 1 0 14 Mar 2024
On-Device Domain Learning for Keyword Spotting on Low-Power Extreme Edge Embedded Systems Cristian Cioflan Lukas Cavigelli Manuele Rusci Miguel de Prado Luca Benini 19 7 0 12 Mar 2024
UR2M: Uncertainty and Resource-Aware Event Detection on Microcontrollers Hong Jia Young D. Kwon Dong Ma Nhat Pham Lorena Qendro Tam N. Vu Cecilia Mascolo 22 2 0 14 Feb 2024
MosquIoT: A System Based on IoT and Machine Learning for the Monitoring of Aedes aegypti (Diptera: Culicidae) Javier Aira T. Olivares F. Delicado D. Vezzani 23 7 0 29 Jan 2024
DTMM: Deploying TinyML Models on Extremely Weak IoT Devices with Pruning Lixiang Han Zhen Xiao Zhenjiang Li 41 5 0 17 Jan 2024
LExCI: A Framework for Reinforcement Learning with Embedded Systems Kevin Badalian Lucas Koch Tobias Brinkmann Mario Picerno Marius Wegener Sung-Yong Lee Jakob Andert 20 1 0 05 Dec 2023
A Survey on Design Methodologies for Accelerating Deep Learning on Heterogeneous Architectures Fabrizio Ferrandi S. Curzel Leandro Fiorin Daniele Ielmini Cristina Silvano ... Salvatore Filippone F. L. Presti Francesco Silvestri P. Palazzari Stefania Perri 19 4 0 29 Nov 2023
REDS: Resource-Efficient Deep Subnetworks for Dynamic Resource Constraints Francesco Corti Balz Maag Joachim Schauer U. Pferschy O. Saukh 29 2 0 22 Nov 2023
Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review M. Lê Pierre Wolinski Julyan Arbel 34 8 0 20 Nov 2023
LifeLearner: Hardware-Aware Meta Continual Learning System for Embedded Computing Platforms Young D. Kwon Jagmohan Chauhan Hong Jia Stylianos I. Venieris Cecilia Mascolo 38 11 0 19 Nov 2023
Robust and Scalable Hyperdimensional Computing With Brain-Like Neural Adaptations Junyao Wang Mohammad Abdullah Al Faruque 22 2 0 13 Nov 2023
Enhancing Lightweight Neural Networks for Small Object Detection in IoT Applications Liam Boyle Nicolas Baumann Seonyeong Heo Michele Magno ObjD 20 5 0 13 Nov 2023
Terrain Recognition and Contact Force Estimation through a Sensorized Paw for Legged Robots Aleksander Vangen Tejal Barnwal Jørgen Anker Olsen Kostas Alexis 33 3 0 07 Nov 2023
MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers Tobias King Yexu Zhou Tobias Röddiger Michael Beigl 26 2 0 27 Oct 2023
Cost-Driven Hardware-Software Co-Optimization of Machine Learning Pipelines Ravit Sharma W. Romaszkan Feiqian Zhu Puneet Gupta Ankur Mehta 19 0 0 11 Oct 2023
A Federated Learning Algorithms Development Paradigm Miroslav Popovic M. Popovic I. Kastelan Miodrag Djukic I. Basicevic 11 3 0 08 Oct 2023
A Novel IoT Trust Model Leveraging Fully Distributed Behavioral Fingerprinting and Secure Delegation Marco Arazzi S. Nicolazzo Antonino Nocera 21 9 0 02 Oct 2023
A Machine Learning-oriented Survey on Tiny Machine Learning Luigi Capogrosso Federico Cunico D. Cheng Franco Fummi Marco Cristani SyDa MU 29 33 0 21 Sep 2023
Temporal Patience: Efficient Adaptive Deep Learning for Embedded Radar Data Processing Max Sponner Julius Ott Lorenzo Servadei Bernd Waschneck Robert Wille Akash Kumar 11 2 0 11 Sep 2023
Deploying Deep Reinforcement Learning Systems: A Taxonomy of Challenges Ahmed Haj Yahmed Altaf Allah Abbassi Amin Nikanjam Heng Li Foutse Khomh OffRL 24 5 0 23 Aug 2023
Model Compression Methods for YOLOv5: A Review Mohammad Jani Jamil Fayyad Younes Al Younes H. Najjaran 31 14 0 21 Jul 2023
TinyTrain: Resource-Aware Task-Adaptive Sparse Training of DNNs at the Data-Scarce Edge Young D. Kwon Rui Li Stylianos I. Venieris Jagmohan Chauhan Nicholas D. Lane Cecilia Mascolo 19 8 0 19 Jul 2023
Flexible and Fully Quantized Ultra-Lightweight TinyissimoYOLO for Ultra-Low-Power Edge Systems Julian Moosmann H. Mueller Nicky Zimmerman Georg Rutishauser Luca Benini Michele Magno 25 8 0 12 Jul 2023
Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives Moming Duan Qinbin Li Linshan Jiang Bingsheng He FedML 31 4 0 05 Jul 2023