Publications

Conferences

NVCiM-PT: An NVCiM-assisted Prompt Tuning Framework for Edge LLMs
Ruiyang Qin, Pengyu Ren, Zheyu Yan, Liu Liu, Dancheng Liu, Amir Nassereldine, Jinjun Xiong, Kai Ni, Sharon Hu, Yiyu Shi
The 28rd Design, Automation and Test in Europe Conference (DATE), 2025 (acceptance rate 25%)

Enabling Memory-Efficient On-Device Learning via Dataset Condensation
Gelei Xu, Ningzhi Tang, Jun Xia, Ruiyang Qin, Wei Jin, Yiyu Shi
The 28rd Design, Automation and Test in Europe Conference (DATE), 2025 (acceptance rate 25%)

An Adaptive System for Wearable Devices to Detect Stress Using Physiological Signals
Gelei Xu, Ruiyang Qin, Zhi Zheng, Yiyu Shi
PhysioCHI: Towards Best Practices for Integrating Physiological Signals in HCI, 2024

Robust Implementation of Retrieval-Augmented Generation on Edge-based Computing-in-Memory Architectures
Ruiyang Qin, Zheyu Yan, Dewen Zeng, Zhenge Jia, Dancheng Liu, Jianbo Liu, Zhi Zheng, Ningyuan Cao, Kai Ni, Jinjun Xiong, Yiyu Shi
The 43rd IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2024 (acceptance rate 24.2%) (Nominated for Best Paper Award, 10 out of 802 submissions)

Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and Synthesis
Ruiyang Qin, Jun Xia, Zhenge Jia, Meng Jiang, Ahmed Abbasi, Peipei Zhou, Jingtong Hu, Yiyu Shi
The 61th IEEE/ACM Design Automation Conference (DAC), 2024 (acceptance rate 21.8%)

FL-NAS: Towards Fairness of NAS for Resource Constrained Devices via Large Language Models
Ruiyang Qin, Yuting Hu, Zheyu Yan, Jinjun Xiong, Ahmed Abbasi, Yiyu Shi
The 29th Asia and South Pacific Design Automation Conference (ASP-DAC), 2024 (acceptance rate 31%)

Open-Ended Multi-Modal Relational Reasoning for Video Question Answering
Haozheng Luo, Ruiyang Qin, Chenwei Xu, Guo Ye, Zening Luo
The 32nd IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2023

Hybrid gate-pulse model for variational quantum algorithms
Zhiding Liang, Zhixin Song, Jinglei Cheng, Zichang He, Ji Liu, Hanrui Wang, Ruiyang Qin, Yiru Wang, Song Han, Xuehai Qian, Yiyu Shi
The 60th IEEE/ACM Design Automation Conference (DAC), 2023 (acceptance rate 22.7%)

Journal

Language Models for Online Depression Detection: A Review and Benchmark Analysis on Remote Interviews
Ruiyang Qin*, Ryan Cook*, Kai Yang, Ahmed Abbasi, David Dobolyi, Salman Seyedi, Emily Griner, Hyeokhyen Kwon, Robert O. Cotes, Zifan Jiang, Gari D. Clifford
ACM Transactions on Management Information Systems (TMIS)

When Automated Assessment Meets Automated Content Generation: Examining Text Quality in the Era of GPTs
Marialena Bevilacqua, Kezia Oketch, Ruiyang Qin, Will Stamey, Xinyuan Zhang, Yi Gan, Kai Yang, Ahmed Abbasi
ACM Transactions on Information Systems (TOIS)

Under Review

Empirical Guidelines for Deploying LLMs onto Resource-constrained Edge Devices
Ruiyang Qin, Dancheng Liu, Zheyu Yan, Zhaoxuan Tan, Zixuan Pan, Zhenge Jia, Meng Jiang, Ahmed Abbasi, Jinjun Xiong, Yiyu Shi