27 citations · 28 across the 8 of their papers we have counts for
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q-bio.QM2026
Disentangling History and Propagation Dependencies in Cross-Subject Knee Contact Stress Prediction Using a Shared MeshGraphNet Backbone
Zhengye Pan, Jianwei Zuo, Jiajia Luo
Background:Subject-specific finite element analysis accurately characterizes knee joint mechanics but is computationally expensive. Deep surrogate models provide a rapid alternativ…
q-bio.QM2025
GNN-Based Deep Surrogate Modeling of Knee Contact Mechanics: Generalizing Neuromuscular Control Patterns Across Subjects
Zhengye Pan, Jianwei Zuo, Jiajia Luo
Background: Accumulation of abnormal contact stress is a primary biomechanical driver of acute meniscal tears and chronic osteoarthritis. While Finite Element Analysis (FEA) provid…