Ps and Qs: Quantization-Aware Pruning for Efficient Low Latency Neural Network Inference

por Hawks, Benjamin, Duarte, Javier, Fraser, Nicholas J., Pappalardo, Alessandro, Tran, Nhan, Umuroglu, Yaman
Publicado 2021

QONNX: Representing Arbitrary-Precision Quantized Neural Networks

por Pappalardo, Alessandro, Umuroglu, Yaman, Blott, Michaela, Mitrevski, Jovan, Hawks, Ben, Tran, Nhan, Loncar, Vladimir, Summers, Sioni, Borras, Hendrik, Muhizi, Jules, Trahms, Matthew, Hsu, Shih-Chieh, Hauck, Scott, Duarte, Javier
Publicado 2022

Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark

por Borras, Hendrik, Di Guglielmo, Giuseppe, Duarte, Javier, Ghielmetti, Nicolò, Hawks, Ben, Hauck, Scott, Hsu, Shih-Chieh, Kastner, Ryan, Liang, Jason, Meza, Andres, Muhizi, Jules, Nguyen, Tai, Roy, Rushil, Tran, Nhan, Umuroglu, Yaman, Weng, Olivia, Yokuda, Aidan, Blott, Michaela
Publicado 2022