2 papers
cs.AR2026
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…
cs.AR2024
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…