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

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

Tianheng Ling
Chao Qian
Lukas Johannes Haßler
Gregor Schiele
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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
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
79
5
0
08 Mar 2025
A survey on FPGA-based accelerator for ML models
A survey on FPGA-based accelerator for ML models
Feng Yan
Andreas Koch
Oliver Sinnen
89
4
0
20 Dec 2024
Resource-aware Mixed-precision Quantization for Enhancing Deployability of Transformers for Time-series Forecasting on Embedded FPGAs
Resource-aware Mixed-precision Quantization for Enhancing Deployability of Transformers for Time-series Forecasting on Embedded FPGAs
Tianheng Ling
Chao Qian
Gregor Schiele
57
1
0
04 Oct 2024
Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time Series Classification on Microcontrollers
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
51
3
0
17 Sep 2024
ElasticAI: Creating and Deploying Energy-Efficient Deep Learning Accelerator for Pervasive Computing
ElasticAI: Creating and Deploying Energy-Efficient Deep Learning Accelerator for Pervasive Computing
Chao Qian
Tianheng Ling
Gregor Schiele
52
8
0
29 Aug 2024
Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT
Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT
Tianheng Ling
Chao Qian
Gregor Schiele
AI4TS
MQ
99
4
0
06 Jul 2024
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs
Victor J. B. Jung
Luca Bompani
Moritz Scherer
Francesco Conti
Luca Benini
89
5
0
03 Apr 2024
A Tiny Transformer for Low-Power Arrhythmia Classification on Microcontrollers
A Tiny Transformer for Low-Power Arrhythmia Classification on Microcontrollers
Paola Busia
M. A. Scrugli
Victor J. B. Jung
Luca Benini
Paolo Meloni
56
10
0
16 Feb 2024
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition
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
40
17
0
24 Mar 2022
Improving the Efficiency of Transformers for Resource-Constrained Devices
Improving the Efficiency of Transformers for Resource-Constrained Devices
Hamid Tabani
Ajay Balasubramaniam
Shabbir Marzban
Elahe Arani
Bahram Zonooz
67
22
0
30 Jun 2021