From the 1 of 9 linked papers with an AI index.
9 papers
Sharp convergence bounds for sums of POD and SPOD weights
Zexin Pan
The paper establishes sharp convergence criteria for sums involving product and order dependent (POD) and smoothness-driven POD (SPOD) weights, derives asymptotic growth rates, and…
Marginal treatment effects in the absence of instrumental variables
Zhewen Pan, Zhengxin Wang, Junsen Zhang +1
We propose a method for defining, identifying, and estimating the marginal treatment effect (MTE) without imposing the instrumental variable (IV) assumptions of independence, exclu…
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…
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…
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…
MVP: Multiple View Prediction Improves GUI Grounding
Yunzhu Zhang, Zeyu Pan, Zhengwen Zeng +3
GUI grounding, which translates natural language instructions into precise pixel coordinates, is essential for developing practical GUI agents. However, we observe that existing gr…