Automating Versatile Time-Series Analysis with Tiny Transformers on Embedded FPGAs

23 May 2025

Papers citing "Automating Versatile Time-Series Analysis with Tiny Transformers on Embedded FPGAs"

10 / 10 papers shown

Title
Empowering Edge Intelligence: A Comprehensive Survey on On-Device AI Models Xubin Wang Zhiqing Tang Jianxiong Guo Tianhui Meng Chenhao Wang Tian-sheng Wang Weijia Jia 65 5 0 08 Mar 2025
A survey on FPGA-based accelerator for ML models Feng Yan Andreas Koch Oliver Sinnen 71 3 0 20 Dec 2024
Resource-aware Mixed-precision Quantization for Enhancing Deployability of Transformers for Time-series Forecasting on Embedded FPGAs Tianheng Ling Chao Qian Gregor Schiele 52 1 0 04 Oct 2024
Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time Series Classification on Microcontrollers Riya Samanta Bidyut Saha S. K. Ghosh Ram Babu Roy 34 3 0 17 Sep 2024
ElasticAI: Creating and Deploying Energy-Efficient Deep Learning Accelerator for Pervasive Computing Chao Qian Tianheng Ling Gregor Schiele 37 8 0 29 Aug 2024
Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT Tianheng Ling Chao Qian Gregor Schiele AI4TS MQ 82 3 0 06 Jul 2024
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs Victor J. B. Jung Luca Bompani Moritz Scherer Francesco Conti Luca Benini 63 5 0 03 Apr 2024
A Tiny Transformer for Low-Power Arrhythmia Classification on Microcontrollers Paola Busia M. A. Scrugli Victor J. B. Jung Luca Benini Paolo Meloni 51 9 0 16 Feb 2024
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition Luca Bompani Francesco Bianco Morghet Moritz Scherer Simone Benatti Luca Benini Enrico Macii Massimo Poncino Daniele Jahier Pagliari 26 17 0 24 Mar 2022
Improving the Efficiency of Transformers for Resource-Constrained Devices Hamid Tabani Ajay Balasubramaniam Shabbir Marzban Elahe Arani Bahram Zonooz 46 21 0 30 Jun 2021