{"total":14,"rows":[{"id":"2211.07377","title":"Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing","created":"2022-11-14","cited_by_count":24,"area":null},{"id":"2304.00818","title":"Swarm Reinforcement Learning For Adaptive Mesh Refinement","created":"2023-04-03","cited_by_count":17,"area":null},{"id":"2204.11188","title":"M2N: Mesh Movement Networks for PDE Solvers","created":"2022-04-24","cited_by_count":16,"area":null},{"id":"2108.03995","title":"Predicting Mechanically Driven Full-Field Quantities of Interest with Deep Learning-Based Metamodels","created":"2021-07-24","cited_by_count":10,"area":null},{"id":"2207.06339","title":"Learning robust marking policies for adaptive mesh refinement","created":"2022-07-13","cited_by_count":9,"area":null},{"id":"2207.11233","title":"E2N: Error Estimation Networks for Goal-Oriented Mesh Adaptation","created":"2022-07-22","cited_by_count":7,"area":null},{"id":"2407.00382","title":"Towards Universal Mesh Movement Networks","created":"2024-06-29","cited_by_count":4,"area":null},{"id":"2505.23663","title":"AMBER: Adaptive Mesh Generation by Iterative Mesh Resolution Prediction","created":"2025-05-29","cited_by_count":4,"area":null},{"id":"2407.01560","title":"3DMeshNet: A Three-Dimensional Differential Neural Network for Structured Mesh Generation","created":"2024-05-07","cited_by_count":3,"area":null},{"id":"2212.01428","title":"MeshDQN: A Deep Reinforcement Learning Framework for Improving Meshes in Computational Fluid Dynamics","created":"2022-12-02","cited_by_count":1,"area":null},{"id":"2308.07358","title":"Conformal Predictions Enhanced Expert-guided Meshing with Graph Neural Networks","created":"2023-08-14","cited_by_count":1,"area":null},{"id":"2406.14161","title":"Iterative Sizing Field Prediction for Adaptive Mesh Generation From Expert Demonstrations","created":"2024-06-20","cited_by_count":1,"area":null},{"id":"2310.06717","title":"Improving Pseudo-Time Stepping Convergence for CFD Simulations With Neural Networks","created":"2023-10-10","cited_by_count":0,"area":null},{"id":"2403.13672","title":"Machine Learning Optimized Approach for Parameter Selection in MESHFREE Simulations","created":"2024-03-20","cited_by_count":0,"area":null}],"next_cursor":null}