Allen-Cahn

Papers using Allen-Cahn (7)

Optimizing the Optimizer for Physics-Informed Neural Networks and Kolmogorov-Arnold Networks2025 · 14 citesAnant-Net: Breaking the Curse of Dimensionality with Scalable and Interpretable Neural Surrogate for High-Dimensional PDEs2025 · 6 citesA Conformal Prediction Framework for Uncertainty Quantification in Physics-Informed Neural Networks2025 · 2 citesDo physics-informed neural networks (PINNs) need to be deep? Shallow PINNs using the Levenberg-Marquardt algorithm2026A Residual Guided strategy with Generative Adversarial Networks in training Physics-Informed Transformer Networks2025PDE-aware Optimizer for Physics-informed Neural Networks2025Exact Enforcement of Temporal Continuity in Sequential Physics-Informed Neural Networks2024