34 citations · 86 across the 5 of their papers we have counts for
3 papers · 1 filter
Soft Tiles: Capturing Physical Implementation Flexibility for Tightly-Coupled Parallel Processing Clusters
Gianna Paulin, Matheus Cavalcante, Paul Scheffler +4
Modern high-performance computing architectures (Multicore, GPU, Manycore) are based on tightly-coupled clusters of processing elements, physically implemented as rectangular tiles…
MiniFloat-NN and ExSdotp: An ISA Extension and a Modular Open Hardware Unit for Low-Precision Training on RISC-V cores
Luca Bertaccini, Gianna Paulin, Tim Fischer +2
Low-precision formats have recently driven major breakthroughs in neural network (NN) training and inference by reducing the memory footprint of the NN models and improving the ene…
Vau da muntanialas: Energy-efficient multi-die scalable acceleration of RNN inference
Gianna Paulin, Francesco Conti, Lukas Cavigelli +1
Recurrent neural networks such as Long Short-Term Memories (LSTMs) learn temporal dependencies by keeping an internal state, making them ideal for time-series problems such as spee…