Ideas are easy. Execution is everything.

2026

From Craft to Kernel: A Governance-First Execution Architecture and Semantic ISA for Agentic Computers

Xiangyu Wen, Yuang Zhao, Xiaoyu Xu, Lingjun Chen, Changran Xu, Shu Chi, Jianrong Ding, Zeju Li, Haomin Li, Li Jiang, Fangxin Liu, Qiang Xu

arXiv 2026 Preprint

Paper Code

2025

From Droplets to Diagnosis: AI-Driven Imaging and System Integration in Digital Nucleic Acid Amplification Testing

Yuanyuan Wei, Xianxian Liu, Yao Mu, Changran Xu, Guoxun Zhang, Tianhao Li, Zida Li, Wu Yuan, Ho-Pui Ho, Mingkun Xu

Biosensors and Bioelectronics 2025 Q1

Paper

DeepRTL2: A Versatile Model for RTL-Related Tasks

Yi Liu, Hongji Zhang, Yunhao Zhou, Zhengyuan Shi, Changran Xu, Qiang Xu

Findings of the Association for Computational Linguistics (ACL) 2025 ACL

Paper

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

Paper

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)

IEEE International Conference on LLM-Aided Design (ICLAD) 2025 ICLAD

Paper Project Code

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 Code

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

Computational Optical Imaging and Artificial Intelligence in Biomedical Sciences II 2025 SPIE

Paper

2024

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 Q1

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