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cs.LG2024
OPAL: Outlier-Preserved Microscaling Quantization Accelerator for Generative Large Language Models
Jahyun Koo, Dahoon Park, Sangwoo Jung +1
To overcome the burden on the memory size and bandwidth due to ever-increasing size of large language models (LLMs), aggressive weight quantization has been recently studied, while…
cs.NE2024
One-Spike SNN: Single-Spike Phase Coding with Base Manipulation for ANN-to-SNN Conversion Loss Minimization
Sangwoo Hwang, Jaeha Kung
As spiking neural networks (SNNs) are event-driven, energy efficiency is higher than conventional artificial neural networks (ANNs). Since SNN delivers data through discrete spikes…