conftrace_

physics-informed neural network

97 papers

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Also known as

PINNS PINN

Co-occurring keywords

partial differential equation (222) neural network optimization (1293) inductive bia (272) differential equation (56) dynamical system (398) neural ordinary differential equation (139) operator learning (48) ordinary differential equation (139) gradient descent (1144) automatic differentiation (77)

Papers

Physics-Informed Approach for Exploratory Hamilton–Jacobi–Bellman Equations via Policy Iterations AAAI 2026
Learning Droplet Dynamics on Rough Unstructured Surfaces Using Physics-Informed Neural Networks (Student Abstract) AAAI 2026
Physics-Informed Multi-Task Learning for Battery State of Health Prediction with Uncertainty Quantification AAAI 2026
PINGS-X: Physics-Informed Normalized Gaussian Splatting with Axes Alignment for Efficient Super-Resolution of 4D Flow MRI AAAI 2026
SSTODE: Ocean-Atmosphere Physics-Informed Neural ODEs for Sea Surface Temperature Prediction AAAI 2026
Toward Trustworthy AI for Decision Making in Population Health AAAI 2026
Neural-Augmented Kelvinlet for Real-Time Soft Tissue Deformation Modeling AAAI 2026
Generalising Traffic Forecasting to Regions Without Traffic Observations AAAI 2026
SyncBrain: Exploring Brain Functional Dynamics Through Neural Oscillatory Synchronization AAAI 2026
A Multi-Objective Optimization Framework for Adaptive Weighting in Physics-Informed Machine Learning AAAI 2026
Physics-Informed Koopman Neural Estimation of the Heston Model from High-Frequency Observations AAAI 2026
Number Theoretic Accelerated Learning of Physics-Informed Neural Networks AAAI 2025
Dual-Balancing for Physics-Informed Neural Networks IJCAI 2025
DONIS: Importance Sampling for Training Physics-Informed DeepONet IJCAI 2025
CO2-Net: A Physics-Informed Spatio-Temporal Model for Global Surface CO2 Reconstruction ICCV 2025
Neural Conjugate Flows: A Physics-Informed Architecture with Flow Structure AAAI 2025
Learning an Implicit Physics Model for Image-based Fluid Simulation ICCV 2025
Aerodynamic Coefficients Prediction via Cross-Attention Fusion and Physical-Informed Training AAAI 2025
Dynamics-Based Feature Augmentation of Graph Neural Networks for Variant Emergence Prediction AAAI 2025
How Do Large Language Models Perform on PDE Discovery: A Coarse-to-fine Perspective EMNLP 2025
Physics Informed Kolmogorov-Arnold Neural Networks for Dynamical Analysis via Efficient-KAN and WAV-KAN JMLR 2025
Learning Physics Informed Neural ODEs with Partial Measurements AAAI 2025
A Hybrid Framework for Airfoil Optimization: Combining PINNs and Genetic Algorithm (Student Abstract) AAAI 2025
Physics-Informed Deep Learning and Compressive Collocation for High-Dimensional Diffusion-Reaction Equations: Practical Existence Theory and Numerics JMLR 2025
EyEar: Learning Audio Synchronized Human Gaze Trajectory Based on Physics-Informed Dynamics AAAI 2025