20 citations · 25 across the 3 of their papers we have counts for
3 papers
cs.AR2024★ 5 cited
A 28.6 mJ/iter Stable Diffusion Processor for Text-to-Image Generation with Patch Similarity-based Sparsity Augmentation and Text-based Mixed-Precision
Jiwon Choi, Wooyoung Jo, Seongyon Hong +3
This paper presents an energy-efficient stable diffusion processor for text-to-image generation. While stable diffusion attained attention for high-quality image synthesis results,…
cs.CV2022
Automatic Network Adaptation for Ultra-Low Uniform-Precision Quantization
Seongmin Park, Beomseok Kwon, Jieun Lim +3
Uniform-precision neural network quantization has gained popularity since it simplifies densely packed arithmetic unit for high computing capability. However, it ignores heterogene…
cs.DC2022★ 20 cited
LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models
Gunho Park, Baeseong Park, Minsub Kim +7
Recent advances in self-supervised learning and the Transformer architecture have significantly improved natural language processing (NLP), achieving remarkably low perplexity. How…