{"total":13,"rows":[{"id":"2601.14517","title":"Learning PDE Solvers with Physics and Data: A Unifying View of Physics-Informed Neural Networks and Neural Operators","created":"2026-01-20","cited_by_count":6,"area":null},{"id":"2602.11626","title":"ArGEnT: Arbitrary Geometry-encoded Transformer for Operator Learning","created":"2026-02-12","cited_by_count":3,"area":null},{"id":"2510.17887","title":"Shock-Aware Physics-Guided Fusion-DeepONet Operator for Rarefied Micro-Nozzle Flows","created":"2025-10-18","cited_by_count":2,"area":null},{"id":"2512.17969","title":"Convolutional-neural-operator-based transfer learning for solving PDEs","created":"2025-12-19","cited_by_count":2,"area":null},{"id":"2506.01976","title":"Crack Path Prediction with Operator Learning using Discrete Particle System data Generation","created":"2025-05-15","cited_by_count":0,"area":null},{"id":"2509.13520","title":"Learning Nonlinear Responses in PET Bottle Buckling with a Hybrid DeepONet-Transolver Framework","created":"2025-09-16","cited_by_count":0,"area":null},{"id":"2605.00760","title":"Learning the Helmholtz equation operator with DeepONet for non-parametric 2D geometries","created":"2026-05-01","cited_by_count":0,"area":null},{"id":"2605.12700","title":"UFO: A Domain-Unification-Free Operator Framework for Generalized Operator Learning","created":"2026-05-12","cited_by_count":0,"area":null},{"id":"2605.19823","title":"Smooth Piecewise Cutting for Neural Operator to Handle Discontinuities and Sharp Transitions","created":"2026-05-19","cited_by_count":0,"area":null},{"id":"2607.23667","title":"No Free Lunch in Flow Surrogates under Time-Varying Boundary Conditions: A Two-Regime Study","created":"2026-07-26","cited_by_count":0,"area":null},{"id":"2608.13827","title":"HI-MeshGraphNets: Efficient and Accurate Mesh-based Physics Learning with Hierarchical Multi-scale Graph Neural Networks","created":"2026-08-13","cited_by_count":0,"area":null},{"id":"2608.29355","title":"APPSolver: Adaptive Patch Partitioning for Point-Wise Ship Flow Prediction on Unstructured Meshes","created":"2026-08-29","cited_by_count":0,"area":null},{"id":"2609.36806","title":"CANTO: CAD-Native Transformer Operators for AI-Aided Engineering","created":"2026-09-29","cited_by_count":0,"area":null}],"next_cursor":null}