In this paper, we propose F5-HD, a fast and flexible FPGA-based framework for refreshing the performance of HD computing.

Feb 26, 2019 � Our evaluations using different classification benchmarks revealed that F5-HD provides 86.9� and 7.8� (11.9� and 1.7�) higher energy efficiency�...

F5-HD eliminates the arduous task of handcrafted designing of hardware accelerators by automatically generating an FPGA implementation of HD accelerator.

Mar 7, 2019 � Hyperdimensional (HD) computing is a novel computational paradigm that emulates the brain functionality in performing cognitive tasks.

Jan 1, 2019 � "F5-HD: Fast Flexible FPGA-based Framework for Refreshing Hyperdimensional Computing". ACM/SIGDA International Symposium on Field-Programmable�...

F5-HD: Fast Flexible FPGA-based Framework for Refreshing Hyperdimensional Computing. S. Salamat, M. Imani, B. Khaleghi, and T. Rosing. FPGA, page 53-62.

Oct 27, 2020 � S Salamat, M Imani, B Khaleghi, TS Rosing, "F5-HD: Fast Flexible FPGA-based Framework for Refreshing Hyperdimensional Computing", FPGA, 2019.

In this paper, we propose a FPGA-based acceleration of HD (FACH) which significantly improves the computation efficiency by removing majority of multiplications�...

F5-hd: Fast flexible fpga-based framework for refreshing hyperdimensional computing. S Salamat, M Imani, B Khaleghi, T Rosing. Proceedings of the 2019 ACM/SIGDA�...

Brain-inspired hyperdimensional (HD) computing explores the emulation of cognition by computing with hypervectors as an alternative to computing with numbers.