Siyuan Dai

According to our database, Siyuan Dai authored at least 22 papers between 2016 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis.

Jing Hao, Siyuan Dai, Yongxin Zhang, Yuci Liang, Jiamin Wu, Jiahao Bao, Yuxuan Fan, Zanting Ye, Yanpeng Sun, Xinyu Zhang, Ming Hu, Liang Zhan, James Kit-Hon Tsoi, Linlin Shen, Junjun He, Kuo Feng Hung

CoRR, May, 2026

Seizure-Semiology-Suite (S3): A Clinically Multimodal Dataset, Benchmark, and Models for Seizure Semiology Understanding.

Lina Zhang, Tonmoy Monsoor, Peizheng Li, Jiarui Cui, Xinyi Peng, Chong Han, Prateik Sinha, Siyuan Dai, Jessica Pasqua, Colin McCrimmon, Weiting Liu, Hailey Marie Miranda, Bing Hu, Xiangting Wu, Tengyou Xu, Chunhan Li, Jiaye Tian, Jiarui Tang, Detao Ma, Lingye Kong, Junnan Lyu, Jungang Li, Yan Zan, Junhua Huang, Rajarshi Mazumder, Vwani Roychowdhury

CoRR, May, 2026

Deep Models, Shallow Alignment: Uncovering the Granularity Mismatch in Neural Decoding.

Yang Du, Siyuan Dai, Yonghao Song, Paul M. Thompson, Haoteng Tang, Liang Zhan

CoRR, January, 2026

Aligning Findings with Diagnosis: A Self-Consistent Reinforcement Learning Framework for Trustworthy Radiology Reporting.

Kun Zhao, Siyuan Dai, Pan Wang, Jifeng Song, Hui Ji, Chenghua Lin, Liang Zhan, Haoteng Tang

CoRR, January, 2026

2025

R-GenIMA: Integrating Neuroimaging and Genetics with Interpretable Multimodal AI for Alzheimer's Disease Progression.

Kun Zhao, Siyuan Dai, Yingying Zhang, Guodong Liu, Pengfei Gu, Chenghua Lin, Paul M. Thompson, Alex D. Leow, Heng Huang, Lifang He, Liang Zhan, Haoteng Tang

CoRR, December, 2025

Zeus: zero-shot LLM instruction for union segmentation in multimodal medical imaging.

Siyuan Dai, Kai Ye, Guodong Liu, Haoteng Tang, Liang Zhan

Int. J. Mach. Learn. Cybern., November, 2025

DRE: An Effective Dual-Refined Method for Integrating Small and Large Language Models in Open-Domain Dialogue Evaluation.

Kun Zhao, Bohao Yang, Chen Tang, Siyuan Dai, Haoteng Tang, Chenghua Lin, Liang Zhan

CoRR, June, 2025

Hybrid CNN-LGBM Model for Planetary Boundary Layer Height Estimation Combined With Temporal-Height-Spatial Features.

Di Zhao, Gangyi Tu, Shuguang Shan, Siyuan Dai, Xuefen Zhu, Yue Ma

IEEE Trans. Geosci. Remote. Sens., 2025

BPEN: Brain Posterior Evidential Network for trustworthy brain imaging analysis.

Kai Ye, Haoteng Tang, Siyuan Dai, Igor Fortel, Paul M. Thompson, Scott Mackin, Alex D. Leow, Heng Huang, Liang Zhan

Neural Networks, 2025

Selective Channel-Quality-Guided EEG Denoising for Brain Disorder Prediction.

Yang Du, Siyuan Dai, Marcus Zhan, Guodong Liu, Paul M. Thompson, Heng Huang, Haoteng Tang

Proceedings of the IEEE International Conference on Data Mining, 2025

Why Text Prevails: Vision May Undermine Multimodal Medical Decision Making.

Siyuan Dai, Lunxiao Li, Kun Zhao, Eardi Lila, Paul K. Crane, Heng Huang, Dongkuan Xu, Haoteng Tang, Liang Zhan

Proceedings of the IEEE International Conference on Data Mining, 2025

2024

A Heterogeneous Graph Neural Network Fusing Functional and Structural Connectivity for MCI Diagnosis.

Feiyu Yin, Yu Lei, Siyuan Dai, Wenwen Zeng, Guoqing Wu, Liang Zhan, Jinhua Yu

CoRR, 2024

Constrained Multiview Representation for Self-supervised Contrastive Learning.

Siyuan Dai, Kai Ye, Kun Zhao, Ge Cui, Haoteng Tang, Liang Zhan

CoRR, 2024

Interpretable Spatio-Temporal Embedding for Brain Structural-Effective Network with Ordinary Differential Equation.

Haoteng Tang, Guodong Liu, Siyuan Dai, Kai Ye, Kun Zhao, Wenlu Wang, Carl Yang, Lifang He, Alex D. Leow, Paul M. Thompson, Heng Huang, Liang Zhan

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

2023

Cross-Task Physical Adversarial Attack Against Lane Detection System Based on LED Illumination Modulation.

Junbin Fang, Zewei Yang, Siyuan Dai, You Jiang, Canjian Jiang, Zoe Lin Jiang, Chuanyi Liu, Siu-Ming Yiu

Proceedings of the Pattern Recognition and Computer Vision - 6th Chinese Conference, 2023

Bidirectional Mapping with Contrastive Learning on Multimodal Neuroimaging Data.

Kai Ye, Haoteng Tang, Siyuan Dai, Lei Guo, Johnny Yuehan Liu, Yalin Wang, Alex D. Leow, Paul M. Thompson, Heng Huang, Liang Zhan

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

2022

MLIA: modulated LED illumination-based adversarial attack on traffic sign recognition system for autonomous vehicle.

Yixuan Shen, Yu Cheng, Yini Lin, Sicheng Long, Canjian Jiang, Danjie Li, Siyuan Dai, You Jiang, Junbin Fang, Zoe Lin Jiang, Siu-Ming Yiu

Proceedings of the IEEE International Conference on Trust, 2022

2019

A model-based design approach for simulation and virtual prototyping of automotive control systems using port-Hamiltonian systems.

Siyuan Dai, Zhenkai Zhang, Xenofon D. Koutsoukos

Softw. Syst. Model., 2019

2017

Testing Autonomous Vehicle Software in the Virtual Prototyping Environment.

BaekGyu Kim, Yusuke Kashiba, Siyuan Dai, Shinichi Shiraishi

IEEE Embed. Syst. Lett., 2017

Control Parameter Optimization for Autonomous Vehicle Software Using Virtual Prototyping.

Siyuan Dai, Joseph Hite, Takato Masuda, Yusuke Kashiba, Nikos Aréchiga, Shinichi Shiraishi, Scott Eisele, Jason Scott, Ted Bapty

Proceedings of the 2017 IEEE International Symposium on Software Reliability Engineering Workshops, 2017

Safety analysis of integrated adaptive cruise control and lane keeping control using discrete-time models of port-Hamiltonian systems.

Siyuan Dai, Xenofon D. Koutsoukos

Proceedings of the 2017 American Control Conference, 2017

2016

Safety Analysis of Automotive Control Systems Using Multi-Modal Port-Hamiltonian Systems.

Siyuan Dai, Xenofon D. Koutsoukos

Proceedings of the 19th International Conference on Hybrid Systems: Computation and Control, 2016