Author

Yuanzhe Jia

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Aug 2026

CDCA: a column-serial and dual-engine collaborative accelerator for depthwise separable convolution

Results show that CDCA provides a low-power FPGA design point for DSC acceleration, making it suitable for resource-constrained edge inference scenarios and improving energy efficiency through a dataflow-driven architecture.

Yi-Ming Ouyang, Yuanzhe Jia, Jian-Hua Li et al. · Journal of Supercomputing · 0 citations

#machine learning Preprint Jul 2026

Building a Neural Network from Scratch: Implementation, Evaluation, and Optimization

This paper presents a self-contained neural network framework implemented entirely from scratch -- without relying on automatic differentiation or pre-built deep learning modules, including multi-layer architectures, diverse activation functions, regularization techniques, and state-of-the-art optimizers.

Yuanzhe Jia · 0 citations