{"total":14,"rows":[{"id":"2305.08757","title":"Physics Informed Token Transformer for Solving Partial Differential Equations","created":"2023-05-15","cited_by_count":21,"area":null},{"id":"2304.00818","title":"Swarm Reinforcement Learning For Adaptive Mesh Refinement","created":"2023-04-03","cited_by_count":17,"area":null},{"id":"2502.09346","title":"Machine learning for modelling unstructured grid data in computational physics: a review","created":"2025-02-13","cited_by_count":12,"area":null},{"id":"2211.00801","title":"Multi-Agent Reinforcement Learning for Adaptive Mesh Refinement","created":"2022-11-02","cited_by_count":5,"area":null},{"id":"2306.08292","title":"A reinforcement learning strategy for p-adaptation in high order solvers","created":"2023-06-14","cited_by_count":4,"area":null},{"id":"2306.16524","title":"Hyena Neural Operator for Partial Differential Equations","created":"2023-06-28","cited_by_count":4,"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":"2407.04516","title":"G-Adaptivity: optimised graph-based mesh relocation for finite element methods","created":"2024-07-05","cited_by_count":3,"area":null},{"id":"2508.08615","title":"UGM2N: An Unsupervised and Generalizable Mesh Movement Network via M-Uniform Loss","created":"2025-08-12","cited_by_count":2,"area":null},{"id":"2603.02066","title":"Accelerating PDE Surrogates via RL-Guided Mesh Optimization","created":"2026-03-02","cited_by_count":2,"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":"2408.10838","title":"Multilevel CNNs for Parametric PDEs based on Adaptive Finite Elements","created":"2024-08-20","cited_by_count":1,"area":null},{"id":"2606.04366","title":"MeshTok: Efficient Multi-Scale Tokenization for Scalable PDE Transformers","created":"2026-06-03","cited_by_count":0,"area":null}],"next_cursor":null}