Speculative Decoding for Verilog: Speed and Quality, All in One

Changran Xu*, Yi Liu*, Yunhao Zhou, Shan Huang, Ningyi Xu, Qiang Xu (* equal contribution)

ACM/IEEE Design Automation Conference (DAC) 2025 DAC

DeepCircuitX: Repository-Level RTL Dataset for Code Understanding, Generation, and Multimodal Analysis.

Zeju Li*, Changran Xu*, Zhengyuan Shi*, Zedong Peng, Yi Liu, Yunhao Zhou, Lingfeng Zhou, Chengyu Ma, Jianyuan Zhong, Xi Wang, Jieru Zhao, Zhufei Chu, Xiaoyan Yang, Qiang Xu. (* equal contribution)

arXiv 2025 Preprint

[Paper] [Project]

DeepRTL: Bridging Verilog Understanding and Generation with a Unified Representation Model

Yi Liu, Changran Xu, Yunhao Zhou, Zeju Li, Qiang Xu

International Conference on Learning Representations (ICLR) 2025 ICLRSpotlight

[Paper]

Accurate nucleic acids quantification in dPCR using zero-shot Segment Anything Model

Yuanyuan Wei, Changran Xu, Shanheng Luo, Yingqi Fu, Qingyue Dong, Wen Lyu, Bijie Bai, Yi-Ping Ho, Ho-Pui Ho, Wu Yuan

SPIE Photonics West 2025 SPIE

[Abstract]

SAM‐dPCR: Accurate and Generalist Nuclei Acid Quantification Leveraging the Zero‐Shot Segment Anything Model

Yuanyuan Wei, Shanhang Luo, Changran Xu, Yingqi Fu, Qingyue Dong, Yi Zhang, Fuyang Qu, Guangyao Cheng, Yi-Ping Ho, Ho-Pui Ho, Wu Yuan

Advanced Science 2024 Advanced Science

[Paper] [Code]

Artificial Intelligence Enhanced Digital Nucleic Acid Amplification Testing for Precision Medicine and Molecular Diagnostics

Yuanyuan Wei, Xianxian Liu, Changran Xu, Guoxun Zhang, Wu Yuan, Ho-Pui Ho, Mingkun Xu

arXiv 2024 Preprint

[Paper]

Evaluating Text-to-Image Generative Models: An Empirical Study on Human Image Synthesis

Muxi Chen*, Yi Liu*, Jian Yi, Changran Xu, Qiuxia Lai, Hongliang Wang, Tsung-Yi Ho, Qiang Xu (* equal contribution)

arXiv 2024 Preprint

[Paper] [Code]