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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…
quant-ph2026
Time-Dependent Low-Energy Simulation Accelerates Adiabatic State Preparation
Shuo Zhou, Zhaokai Pan, Weiyuan Gong +1
Hamiltonian simulations are key subroutines in adiabatic quantum computation and quantum many-body physics, where quantum dynamics often happen in the low-energy sector. Previous s…