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most citedLUT-LLM: Efficient Large Language Model Inference with Memory-based Computations on FPGAs

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cs.LG2023

LUT-NN: Empower Efficient Neural Network Inference with Centroid Learning and Table Lookup

Xiaohu Tang, Yang Wang, Ting Cao +5

On-device Deep Neural Network (DNN) inference consumes significant computing resources and development efforts. To alleviate that, we propose LUT-NN, the first system to empower in…