35 citations · 62 across the 8 of their papers we have counts for
3 papers · 1 filter
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…
BitMoD: Bit-serial Mixture-of-Datatype LLM Acceleration
Yuzong Chen, Ahmed F. AbouElhamayed, Xilai Dai +4
Large language models (LLMs) have demonstrated remarkable performance across various machine learning tasks. Yet the substantial memory footprint of LLMs significantly hinders thei…
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…