Ultra-low latency recurrent neural network inference on FPGAs for physics applications with hls4ml.
Elham E KhodaDylan S. RankinRafael Teixeira de LimaPhilip C. HarrisScott HauckShih-Chieh HsuMichael KaganVladimir LoncarChaitanya PaikaraRicha RaoSioni SummersCaterina VernieriAaron WangPublished in: CoRR (2022)
Keyphrases
- recurrent neural networks
- low latency
- high speed
- high bandwidth
- high throughput
- feed forward
- neural network
- recurrent networks
- complex valued
- highly efficient
- real time
- massive scale
- stream processing
- artificial neural networks
- reservoir computing
- echo state networks
- virtual machine
- artificial intelligence
- microarray
- field programmable gate array
- data acquisition
- multi dimensional
- data sets