Title
CFU Playground: Full-Stack Open-Source Framework for Tiny Machine Learning (tinyML) Acceleration on FPGAs Shvetank Prakash Tim Callahan Joseph R. Bushagour Colby R. Banbury Alan V. Green Pete Warden Tim Ansell Vijay Janapa Reddi 30 30 0 05 Jan 2022
Beyond Low Earth Orbit: Biomonitoring, Artificial Intelligence, and Precision Space Health Ryan T. Scott E. Antonsen Lauren M Sanders Jaden J. A. Hastings Seung-min Park ... Baltimore. Biochemistry Jason H. Yang Re-Emerging Pathogens Harvard University 12 7 0 22 Dec 2021
TinyML Platforms Benchmarking Anas Osman Usman Abid Luca Gemma Matteo Perotto Davide Brunelli ELM 30 15 0 30 Nov 2021
Energy-Efficient Inference on the Edge Exploiting TinyML Capabilities for UAVs Wamiq Raza Anas Osman F. Ferrini F. D. De Natale 21 29 0 30 Nov 2021
TiWS-iForest: Isolation Forest in Weakly Supervised and Tiny ML scenarios T. Barbariol Gian Antonio Susto 15 20 0 30 Nov 2021
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges Denis Kleyko D. Rachkovskij Evgeny Osipov A. Rahim 24 126 0 12 Nov 2021
A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays Leonardo Ravaglia Manuele Rusci D. Nadalini Alessandro Capotondi Francesco Conti Luca Benini BDL 39 64 0 20 Oct 2021
TinyFedTL: Federated Transfer Learning on Tiny Devices Kavya Kopparapu Eric Lin 78 18 0 03 Oct 2021
DeepEdgeBench: Benchmarking Deep Neural Networks on Edge Devices Stephan Patrick Baller Anshul Jindal Mohak Chadha Michael Gerndt 9 71 0 21 Aug 2021
Tiny Machine Learning for Concept Drift Simone Disabato M. Roveri 11 27 0 30 Jul 2021
Revisiting IoT Device Identification Roman Kolcun Diana Andreea Popescu Vadim Safronov Poonam Yadav A. Mandalari Richard Mortier Hamed Haddadi 27 30 0 16 Jul 2021
A Construction Kit for Efficient Low Power Neural Network Accelerator Designs Petar Jokic E. Azarkhish Andrea Bonetti M. Pons S. Emery Luca Benini 16 3 0 24 Jun 2021
Generalized Learning Vector Quantization for Classification in Randomized Neural Networks and Hyperdimensional Computing Cameron Diao Denis Kleyko J. Rabaey Bruno A. Olshausen 26 26 0 17 Jun 2021
Widening Access to Applied Machine Learning with TinyML Vijay Janapa Reddi Brian Plancher Susan Kennedy L. Moroney Pete Warden ... Dominic Pajak Dhilan Ramaprasad J. E. Smith Matthew P. Stewart D. Tingley 19 51 0 07 Jun 2021
Bottom-up and top-down approaches for the design of neuromorphic processing systems: Tradeoffs and synergies between natural and artificial intelligence Charlotte Frenkel D. Bol Giacomo Indiveri 31 33 0 02 Jun 2021
Measuring what Really Matters: Optimizing Neural Networks for TinyML Lennart Heim Andreas Biri Zhongnan Qu Lothar Thiele 46 30 0 21 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 19 10 0 06 Apr 2021
hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices F. Fahim B. Hawks C. Herwig J. Hirschauer S. Jindariani ... J. Ngadiuba Miaoyuan Liu Duc Hoang E. Kreinar Zhenbin Wu 22 129 0 09 Mar 2021
TinyML for Ubiquitous Edge AI S. Soro 16 37 0 02 Feb 2021
WDR FACE: The First Database for Studying Face Detection in Wide Dynamic Range Ziyi Liu Jie Yang Mengchen Lin K. Lai Svetlana Yanushkevich O. Yadid-Pecht CVBM 12 0 0 11 Jan 2021
Machine Learning Systems in the IoT: Trustworthiness Trade-offs for Edge Intelligence Wiebke Toussaint Aaron Yi Ding 17 11 0 01 Dec 2020
The Case for Retraining of ML Models for IoT Device Identification at the Edge Roman Kolcun Diana Andreea Popescu Vadim Safronov Poonam Yadav A. Mandalari Yiming Xie Richard Mortier Hamed Haddadi 14 22 0 17 Nov 2020
TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems R. David Jared Duke Advait Jain Vijay Janapa Reddi Nat Jeffries ... Meghna Natraj Shlomi Regev Rocky Rhodes Tiezhen Wang Pete Warden 110 466 0 17 Oct 2020
Leveraging Automated Mixed-Low-Precision Quantization for tiny edge microcontrollers Manuele Rusci Marco Fariselli Alessandro Capotondi Luca Benini MQ 16 17 0 12 Aug 2020
Hardware Acceleration of Sparse and Irregular Tensor Computations of ML Models: A Survey and Insights Shail Dave Riyadh Baghdadi Tony Nowatzki Sasikanth Avancha Aviral Shrivastava Baoxin Li 56 81 0 02 Jul 2020
Robustifying the Deployment of tinyML Models for Autonomous mini-vehicles Miguel de Prado Manuele Rusci Romain Donze Alessandro Capotondi Serge Monnerat Luca Benini and Nuria Pazos 22 39 0 01 Jul 2020
Towards large-scale, automated, accurate detection of CCTV camera objects using computer vision. Applications and implications for privacy, safety, and cybersecurity. (Preprint) Hannu Turtiainen Andrei Costin Tuomo Lahtinen Lauri Sintonen Timo Hämäläinen 14 6 0 06 Jun 2020
Machine Learning Systems for Intelligent Services in the IoT: A Survey Wiebke Toussaint Aaron Yi Ding LRM 22 0 0 29 May 2020
MIMII Dataset: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection Harsh Purohit Ryo Tanabe K. Ichige Takashi Endo Yuki Nikaido Kaori Suefusa Y. Kawaguchi 73 302 0 20 Sep 2019