Yi He

Deep BSDEs: Solving Spherical Fokker-Planck and Feynman-Kac Equations

Lanzhou University · Prof. Weihua Deng's Group (Distinguished Young Scholar); Collaborative Advisor: Dr. Heng Wang

Developed a numerical solution method for high-dimensional partial differential equations under spherical geometric constraints, combining deep learning with backward stochastic differential equations (BSDEs) to address the curse of dimensionality in traditional methods.

MEDNA-DFM Model and XAI method: CAD & CWGA

City University of Hong Kong · Dr. Tianchi Lu's Group

Developed a DNA methylation prediction framework based on Dual-View FiLM-MoE architectures, and proposed the CAD & CWGA interpretability method, emphasizing internal mechanism analysis as a necessary condition for interpretability.

Fixed points of orientation-preserving full transformation

Lanzhou University · Prof. Wenting Zhang's Group; Collaborative Advisor: Yang An, M.S.

Implemented computations for various semigroup mappings and fixed point calculations, with statistical analysis to propose novel patterns.

PathMoG : A Pathway-Centric Modular Graph Network for Multi-Omics Cancer Survival Prediction

City University of Hong Kong · Dr. Tianchi Lu's Group

Contributed to the core model design by introducing Feature-wise Linear Modulation (FiLM) as a key architectural innovation.

HBGSA: Hydrogen Bond Graph with Self-Attention for Drug-Target Binding Affinity Prediction

City University of Hong Kong · Dr. Tianchi Lu's Group

Industrial Part Representation and Assembly

Beijing Normal University-Hong Kong Baptist University United International College · Prof. Tieyong Zeng's UIC Path Group; Provincial Key Project

Adopted point cloud-level contrastive learning and equivariant neural network approaches to transfer PointNet for part representation learning.