{"total":14,"rows":[{"id":"2503.17386","title":"A graph neural network surrogate model for mesh-based crashworthiness prediction of vehicle panel components","created":"2025-03-16","cited_by_count":4,"area":null},{"id":"2507.08861","title":"On the under-reaching phenomenon in message-passing neural PDE solvers: revisiting the CFL condition","created":"2025-07-09","cited_by_count":4,"area":null},{"id":"2506.06558","title":"Rapid training of Hamiltonian graph networks using random features","created":"2025-06-06","cited_by_count":2,"area":null},{"id":"2511.05456","title":"Parameter-Efficient Conditioning for Material Generalization in Graph-Based Simulators","created":"2025-11-07","cited_by_count":2,"area":null},{"id":"2503.19712","title":"Rigid-Deformation Decomposition AI Framework for 3D Spatio-Temporal Prediction of Vehicle Collision Dynamics","created":"2025-03-25","cited_by_count":1,"area":null},{"id":"2503.22252","title":"A Mesh-Adaptive Hypergraph Neural Network for Unsteady Flow Around Oscillating and Rotating Structures","created":"2025-03-28","cited_by_count":1,"area":null},{"id":"2507.07237","title":"Towards Robust Surrogate Models: Benchmarking Machine Learning Approaches to Expediting Phase Field Simulations of Brittle Fracture","created":"2025-07-09","cited_by_count":1,"area":null},{"id":"2507.11547","title":"Recurrent U-Net-Based Graph Neural Network (RUGNN) for Accurate Deformation Predictions in Sheet Material Forming","created":"2025-07-10","cited_by_count":1,"area":null},{"id":"2510.25683","title":"Graph Network-based Structural Simulator: Graph Neural Networks for Structural Dynamics","created":"2025-10-29","cited_by_count":1,"area":null},{"id":"2512.23443","title":"Adaptive Fusion Graph Network for 3D Strain Field Prediction in Solid Rocket Motor Grains","created":"2025-12-29","cited_by_count":0,"area":null},{"id":"2604.15617","title":"A Structure-Preserving Graph Neural Solver for Parametric Hyperbolic Conservation Laws","created":"2026-04-17","cited_by_count":0,"area":null},{"id":"2605.01040","title":"Differentiable Multiphysics Co-Optimization via Implicit Neural Representations: A Transient Hamburger-Cooking Benchmark","created":"2026-05-01","cited_by_count":0,"area":null},{"id":"2605.08303","title":"GNN for Structural Displacement Prediction","created":"2026-05-08","cited_by_count":0,"area":null},{"id":"2609.10983","title":"A variational physics-informed graph neural network for heterogeneous solid mechanics","created":"2026-09-10","cited_by_count":0,"area":null}],"next_cursor":null}