PINNs

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physics-informed neural networks, scientific ML, differential equations, deep learning simulation

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Hybrid quantum-classical physics-informed neural networks for solving nonlinear PDEs: when and where hybridization is effective?

聽馃AI Research 聽Content type: Academic
arxiv.org路

Boundary-Layer-Induced Failure of Standard Physics-Informed Neural Networks: A Legendre Wavelet Collocation Benchmark for Singularly Perturbed Transport Problem...

聽馃AI Research 聽Content type: Academic
arxiv.org路

Multiscale Fourier Neural Operator for Inverse Wave Scattering in Highly Oscillatory Media

聽馃AI Research 聽Content type: Academic
arxiv.org路

Loss-Conditional PINNs for Parametric PDE Families

聽馃AI Research 聽Content type: Academic
arxiv.org路

Fourier Neural Operators with rank-1 lattice points and hyperbolic cross

聽馃AI Research 聽Content type: Academic
arxiv.org路

Physics-Informed Neural Network Modeling of Biodegradable Contaminant Transport through GCL/SL Composite Liners

聽馃AI Research 聽Content type: Academic
arxiv.org路

Topological Neural Operators

聽馃AI Research 聽Content type: Academic
arxiv.org路

Curvature-aware dynamic precision approach for physics-informed neural networks

聽馃AI Research 聽Content type: Academic
arxiv.org路

Decision-Aware Evaluation of Physics-Informed Surrogates

聽馃AI Research 聽Content type: Academic
arxiv.org路

DAS-PINNs for high-dimensional partial differential equations: extending deep adaptive sampling to spacetime domains

聽馃AI Research 聽Content type: Academic
arxiv.org路

Advanced Flood Prediction with Physics-Guided Deep Learning: Combining UNet, FNO, and SAR/Optical Imagery

聽馃AI Research 聽Content type: Academic
arxiv.org路

Operator learning for solving Fokker-Planck equations with various initial conditions

聽馃AI Research 聽Content type: Academic
arxiv.org路

SPLIT-PINN: Separable Probability Learning Technique via Physics-Informed Neural Networks for High-Dimensional Probabilistic Modeling

聽馃AI Research 聽Content type: Academic
arxiv.org路

A Comparative Study of Deep Learning Models for Geological Carbon Sequestration

聽馃AI Research 聽Content type: Academic
arxiv.org路

Wall Shear Stress Reconstruction from Concentration: Differentiable Physics and Physics-Informed Neural Networks

聽馃AI Research 聽Content type: Academic
arxiv.org路

A Non-Overlapping Schwarz Hybrid Finite Element-Neural Operator Framework for Solid Mechanics on Irregular Domains

聽馃AI Research 聽Content type: Academic
arxiv.org路

Effective Dimensionality as an Operator Invariant for Physics-Preserving Constraint Adaptation in Physics-Informed Neural Networks

聽馃AI Research 聽Content type: Academic
arxiv.org路

From inverse problems to neural operators: prediction, mechanism, and generalization of data-driven models

聽馃AI Research 聽Content type: Academic
arxiv.org路

A Microlocal Open-Boundary Method for Residual-Based Wave Solvers on Unbounded Domains

聽馃AI Research 聽Content type: Academic
arxiv.org路
Less-relevant results

A Geometry-Aware Triplane Field Network for Vehicle Aerodynamic Prediction

聽馃AI Research 聽Content type: Academic
arxiv.org路

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