2 papers
cs.LG2025
EfficientQAT: Efficient Quantization-Aware Training for Large Language Models
Mengzhao Chen, Wenqi Shao, Peng Xu +4
Large language models (LLMs) are crucial in modern natural language processing and artificial intelligence. However, they face challenges in managing their significant memory requi…
cs.LG2024
DCP: Learning Accelerator Dataflow for Neural Network via Propagation
Peng Xu, Wenqi Shao, Mingyu Ding +1
Deep neural network (DNN) hardware (HW) accelerators have achieved great success in improving DNNs' performance and efficiency. One key reason is dataflow in executing a DNN layer,…