Biography

My name is Ruiyang Qin. I am an Assistant Professor in ECE at Villanova University. I obtained my Ph.D. from University of Notre Dame, advised by Professor Yiyu Shi. Additionally, I closely work with Professor Sharon Hu (ND), Professor Kai Ni (ND), and Professor Jinjun Xiong (University at Buffalo). I obtained my B.S. and M.S. degrees in Computer Science from Georgia Institute of Technology in 2020 and 2021. For my detailed research objectives, please check my cv here.

I am looking for self-motivated Ph.D./M.S/intern students starting from Fall 2025 and Spring 2026. Preferred background in EE, ECE, and CS. If you are interested in working with me, please directly send me an email with your CV. My email address is rqin@nd.edu

Research Interests

Post-CMOS Systems and Design:

  • In-Memory Computing (i.e., Crossbar)
  • Content Addressable Memory
  • Ferroelectric Transistors (FeFET)

Deep Learning:

  • On-Device AI
  • Emerging Semiconductor Devices for LLM/DL Acceleration

News

  • 2025/03 Will join ECE at Villanova University as an Assistant Professor!
  • 2025/03 Successfully passed my Ph.D. defense!
  • 2025/01 One paper is accepted by ICLR 2025 as Spotlight (3.20%)!
  • 2025/01 Delighted to give an invited talk at ECE@Villanova University
  • 2024/11 Two papers are accepted by DATE 2025.
  • 2024/10 Receiving best paper nomination from ICCAD 2024 (1.24%)!
  • 2024/10 Receiving academic fellowship from Institute for Artificial Intelligence and Data Science (IAD) at University at Buffalo
  • 2024/08 Visiting X-Lab at Buffalo, supervised by Professor Xiong
  • 2024/08 Being selected as an Edison Innovation Fellow for the 2024/2025 academic year!
  • 2024/07 Passed my oral candidacy. Now I am a PhD candidate. Many thanks to my committee members and my advisor!
  • 2024/06 One paper is accepted by ICCAD 2024.
  • 2024/06 One paper is accepted by TOIS.
  • 2024/06 One paper is accepted by TMIS.
  • 2024/03 Receive Gemma Academic Program GCP Credit Aware up to $15,000 from Google.
  • 2024/02 One paper is accepted by DAC 2024.
  • 2024/01 One paper is presented at ASP-DAC 2024.
  • 2023/03 One paper is accepted by RO-MAN 2023.
  • 2023/02 One paper is accepted by DAC 2023.
  • 2022/09 Join Sustainable Computing Laboratory (SCL) at University of Notre Dame.

Review Services

  • IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)
  • IEEE Intelligent Systems
  • IEEE Transactions on Mobile Computing
  • Conference on Neural Information Processing Systems (NeurIPS)
  • Association for the Advancement of Artificial Intelligence (AAAI)
  • Journal of Medical Internet Research (JMIR)
  • International Conference on Learning Representations (ICLR)
  • Artificial Intelligence and Statistics (AISTATS)

Awards

  • William J. McCalla Best Paper Nomination at ICCAD (10 out of 802 submissions), 2024, USA
  • IAD Academic Fellowship from University at Buffalo, 2024, USA
  • Notre Dame Notebaert Professional Development Fund, 2024, USA
  • Edison Innovation Fellow, 2024, USA
  • DAC Young Fellow, 2024, USA
  • DAC Young Fellow, 2023, USA

Invited Talks

“LLM Distillation and Quantization”.

  • University of Notre Dame, Nov 2024. “Efficient Deployment of Large Language Models on Resource-Constrained Edge Computing Platforms”
  • Tutorial at ASP-DAC 2025

Teaching (as Teaching Assistant)

  • CSE 30151 Theory of Computing, Spring 2023 @ Notre Dame
  • CSE 30246 Database Concepts, Fall 2022 @ Notre Dame
  • CS 6476 Computer Vision, Spring 2021 @ Georgia Tech