Resource-Aware Mixed-Precision Quantization for Enhancing Deployability of Transformers for Time-Series Forecasting on Embedded FPGAs

Tianheng Ling, Chao Qian 0009, Gregor Schiele. Resource-Aware Mixed-Precision Quantization for Enhancing Deployability of Transformers for Time-Series Forecasting on Embedded FPGAs. In Ahmet Soylu, Fan Liu, Karan Mitra, Yan Zhang 0002, Tor-Morten Grønli, editors, Mobile and Ubiquitous Systems: Computing, Networking and Services - 21st EAI International Conference, MobiQuitous 2024, Oslo, Norway, November 12-14, 2024, Proceedings. Volume 634 of Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, pages 361-381, Springer, 2024. [doi]