35 citations · 62 across the 8 of their papers we have counts for
3 papers · 1 filter
CascadeLUT: Information-Ordered Streaming Inference for Bandwidth-Constrained FPGAs
Oliver Cassidy, Marta Andronic, George A. Constantinides
Mapping neural networks to FPGAs enables low-latency, energy-efficient inference, particularly for lookup table (LUT)-based models that eliminate multipliers and map directly to re…
ReducedLUT: Table Decomposition with "Don't Care" Conditions
Oliver Cassidy, Marta Andronic, Samuel Coward +1
Lookup tables (LUTs) are frequently used to efficiently store arrays of precomputed values for complex mathematical computations. When used in the context of neural networks, these…
NeuraLUT: Hiding Neural Network Density in Boolean Synthesizable Functions
Marta Andronic, George A. Constantinides
Field-Programmable Gate Array (FPGA) accelerators have proven successful in handling latency- and resource-critical deep neural network (DNN) inference tasks. Among the most comput…