On-Device AI: Quantization-Aware Training of Transformers in Time-Series

Author:

Ling Tianheng1,Schiele Gregor1

Affiliation:

1. University of Duisburg-Essen,Germany

Funder

Federal Ministry of Economic Affairs and Climate Protection of Germany

Publisher

IEEE

Reference10 articles.

1. ElasticAI-Creator

2. Enhancing energy-efficiency by solving the throughput bottleneck of lstm cells for embedded fpgas;qian;IoT Streams for Data-Driven Predictive Maintenance and IoT Edge and Mobile for Embedded Machine Learning,2022

3. Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

4. Tiny Time-Series Transformers: Realtime Multi-Target Sensor Inference At The Edge

5. A white paper on neural network quantization;nagel;ArXiv Preprint,2021

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1. HIQ: One-Shot Network Quantization for Histopathological Image Classification;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

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