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1. A Least-Squares-Based Neural Network (LS-Net) for Solving Linear Parametric PDEs

2. Optimizing Variational Physics-Informed Neural Networks Using Least Squares

3. Regularity-Conforming Neural Networks (ReCoNNs) for solving Partial Differential Equations

4. Reducing Spatial Discretization Error on Coarse CFD Simulations Using an OpenFOAM-Embedded Deep Learning Framework

5. Residual-based Attention Physics-informed Neural Networks for Spatio-Temporal Ageing Assessment of Transformers Operated in Renewable Power Plants

6. Ensemble Deep Learning for enhanced seismic data reconstruction

7. Adaptive Deep Fourier Residual method via overlapping domain decomposition

8. Robust Variational Physics-Informed Neural Networks

9. Semi-blind-trace algorithm for self-supervised attenuation of trace-wise coherent noise

11. Deep Fourier Residual method for solving time-harmonic Maxwell's equations

12. Machine Learning Discovery of Optimal Quadrature Rules for Isogeometric Analysis

13. Learning quantities of interest from parametric PDEs: An efficient neural-weighted Minimal Residual approach

15. A Deep Double Ritz Method (D$^2$RM) for solving Partial Differential Equations using Neural Networks

16. A Deep Fourier Residual Method for solving PDEs using Neural Networks

17. $r-$Adaptive Deep Learning Method for Solving Partial Differential Equations

21. Performance of Refined Isogeometric Analysis in Solving Quadratic Eigenvalue Problems

22. Deep-Learning Inversion Method for the Interpretation of Noisy Logging-While-Drilling Resistivity Measurements

23. On quadrature rules for solving Partial Differential Equations using Neural Networks

25. Efectividad de una intervención psicosocial con víctimas de violencia política

26. Presentación.

38. Cuarta parte. Tensiones étnicas

46. Autores y autoras

49. Memory-Based Monte Carlo Integration for Solving Partial Differential Equations Using Neural Networks

50. Peer Likeability and Victimization in Young Adolescents: Moderating Effects of Descriptive and Status Group Norms for Aggression and Prosocial Behaviour and Network Density

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