PINNs

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

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Evaluating Operators for Acoustic Wave Simulation Correction

馃AI ResearchContent type: Academic
arxiv.org

Learning solution operators of PDEs with sparse approximation methods

馃AI ResearchContent type: Academic
arxiv.org

Architecture Shapes Transfer Specificity in Implicit Neural Representations

馃AI ResearchContent type: Academic
arxiv.org

A decoupled energy-stable mixed finite element method for Poisson-Nernst-Planck-Navier-Stokes equations

馃AI ResearchContent type: Academic
arxiv.org

Functional Renormalization for Elastic Burgulence

馃AI ResearchContent type: Academic
arxiv.org

Uncertainty-aware Multi-fidelity Closure via Conditional Normalizing Flows

馃AI ResearchContent type: Academic
arxiv.org

An Energy-Stable Implicit Convex-Splitting BDF2 Scheme for the Cahn-Hilliard-Navier-Stokes Equations

馃AI ResearchContent type: Academic
arxiv.org

Learning Where to Simulate: Generative Active Sampling for Online PDE Surrogate Training

馃AI ResearchContent type: Academic
arxiv.org

Hydrodynamics of the Fermi-Pasta-Ulam-Tsingou chain

馃捁Financial NewsContent type: Academic
arxiv.org

Mesoscale model of a three-dimensional odd fluid

馃實GeopoliticsContent type: Academic
arxiv.org

3D Underwater Path Planning via Generative Flow Field Surrogates

馃AI ResearchContent type: Academic
arxiv.org

Quantum algorithms for stochastic nonlinear differential equations

馃AI ResearchContent type: Academic
arxiv.org

Riemann Rarefaction Waves in a Strongly Interacting Fermi Gas

馃捁Financial NewsContent type: Academic
arxiv.org

The Coercivity Gap in Neural PDE Solvers: Parameter Escape and Functional Convergence

馃AI ResearchContent type: Academic
arxiv.org

Families of Control-Cost-Parametrized Inverse-Optimal Universal Stabilizers

馃AI ResearchContent type: Academic
arxiv.org

Mamba-Assisted Non-Markovian Closure for Reduced-Order Modeling

馃AI ResearchContent type: Academic
arxiv.org

Adaptation of the hybrid fictitious domain-immersed boundary method for Reynolds-averaged turbulence modeling

馃摐AI PolicyContent type: Academic
arxiv.org

Finite Element-Based Material Learning via Automatic Differentiation: Learning constitutive neural network models from full-field deformation data

馃AI ResearchContent type: Academic
arxiv.org

Derivative-Informed Operator Learning for Finance: On-the-Fly Greeks, Surfaces, Hedging, and Control

馃AI ResearchContent type: Academic
arxiv.org

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