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

Tianheng Ling, Chao Qian, Lukas Johannes Haßler +1

Transformer-based models have shown strong performance across diverse time-series tasks, but their deployment on resource-constrained devices remains challenging due to high memory…