Yun Chia Yu

Yun-Chia Yu (尤韻嘉) is currently a ~~first second~~ third-year PhD student in Electrical & Computer Engineering at University of California, San Diego, advised by Prof. Mingu Kang.

He received his B.S. degree in Electrical Engineering from National Taiwan University (NTU) in June 2023. During his undergraduate studies, he had the privilege of conducting research at in the Energy-Efficient Circuits and Systems Lab, NTU, advised by Prof. Tsung-Te Liu, and the Access Lab, NTU, advised by Prof. An-Yeu Wu.

His current research includes algorithm-hardware co-design for machine learning acceleration.

news

Sep 28, 2024	Received the 2024 UC San Diego J. Yang Scholarship.

selected publications

Retraining-free Constraint-aware Token Pruning for Vision Transformer on Edge Devices

Yun-Chia Yu, Mao-Chi Weng, Ming-Guang Lin, and 1 more author

In 2024 IEEE International Symposium on Circuits and Systems (ISCAS), 2024

Bib

@inproceedings{10558603,
  author = {Yu, Yun-Chia and Weng, Mao-Chi and Lin, Ming-Guang and Wu, An-Yeu Andy},
  booktitle = {2024 IEEE International Symposium on Circuits and Systems (ISCAS)},
  title = {Retraining-free Constraint-aware Token Pruning for Vision Transformer on Edge Devices},
  year = {2024},
  url = {https://ieeexplore.ieee.org/document/10558603},
  volume = {},
  number = {},
  pages = {1-5},
  keywords = {Computer vision;Viterbi algorithm;Circuits and systems;Machine vision;Image edge detection;Pipelines;Termination of employment;Vision Transformer;edge computing;token pruning;image classification},
  doi = {10.1109/ISCAS58744.2024.10558603},
}

High-throughput Point-Cloud Accelerator with Sparsity-aware Hierarchical Neighbor Voxel Search and Skipping

Yun-Chia Yu, Suraj Pn Reddy, Aryan Devrani, and 6 more authors

In 2025 62nd ACM/IEEE Design Automation Conference (DAC), 2025