52 citations · 75 across the 21 of their papers we have counts for
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cs.CL2023★ 1 cited
QFT: Quantized Full-parameter Tuning of LLMs with Affordable Resources
Zhikai Li, Xiaoxuan Liu, Banghua Zhu +3
Large Language Models (LLMs) have showcased remarkable impacts across a wide spectrum of natural language processing tasks. Fine-tuning these pretrained models on downstream datase…
cs.CV2023
Patch-wise Mixed-Precision Quantization of Vision Transformer
Junrui Xiao, Zhikai Li, Lianwei Yang +1
As emerging hardware begins to support mixed bit-width arithmetic computation, mixed-precision quantization is widely used to reduce the complexity of neural networks. However, Vis…
cs.CV2023
BinaryViT: Towards Efficient and Accurate Binary Vision Transformers
Junrui Xiao, Zhikai Li, Lianwei Yang +1
Vision Transformers (ViTs) have emerged as the fundamental architecture for most computer vision fields, but the considerable memory and computation costs hinders their application…