Physics-Informed Learning

Adaptive Fourier Decomposition-guided Neural Operator Design for Inverse PDE Problems UAI 2026 APIC: Amortized Physics-Informed Calibration using Neural Processes UAI 2026 AviaSafe: A Physics-Informed Data-Driven Model for Aviation Safety-Critical Cloud Forecasts CVPR 2026 BGCL:Learning Constitutive Laws for System Identification L4DC 2026 Causal Importance for Physics-Informed Machine Learning CLeaR 2026 Dynamic Black-hole Emission Tomography with Physics-informed Neural Fields CVPR 2026 ECO: Energy-Constrained Operator Learning for Chaotic Dynamics with Boundedness Guarantees L4DC 2026 EMMA: Extracting Multiple physical parameters from Multimodal Data CVPR 2026 Goal Force: Teaching Video Models To Accomplish Physics-Conditioned Goals CVPR 2026 Ground Reaction Inertial Poser: Physics-based Human Motion Capture from Sparse IMUs and Insole Pressure Sensors CVPR 2026 Inference-time Physics Alignment of Video Generative Models with Latent World Models CVPR 2026 InterPhys: Physics-aware Human Motion Synthesis in a Dynamic Scene CVPR 2026 LaDy: Lagrangian-Dynamic Informed Network for Skeleton-based Action Segmentation via Spatial-Temporal Modulation CVPR 2026 Learning Dynamics from Input-Output Data with Hamiltonian Gaussian Processes L4DC 2026 Learning Nonholonomic Dynamics with Constraint Discovery L4DC 2026 Let it Snow! Animating 3D Gaussian Scenes with Dynamic Weather Effects via Physics-Guided Score Distillation CVPR 2026 MSPT: Efficient Large-Scale Physical Modeling via Parallelized Multi-Scale Attention CVPR 2026 Optical Diffraction-based Convolution for Semiconductor Lithography CVPR 2026 ParticleGS: Learning Neural Gaussian Particle Dynamics from Videos for Prior-free Physical Motion Extrapolation CVPR 2026 PHANTOM: Physics-Infused Video Generation via Joint Modeling of Visual and Latent Physical Dynamics CVPR 2026 PHASE-Net: Physics-Grounded Harmonic Attention System for Efficient Remote Photoplethysmography Measurement CVPR 2026 PhyOceanCast: Global Ocean Forecasting with Physics-Informed Diffusion CVPR 2026 PhysHO: Physics-Based Dynamic 3D Gaussian Human and Object from Monocular Video CVPR 2026 Physics-Consistent Diffusion for Efficient Fluid Super-Resolution via Multiscale Residual Correction CVPR 2026 Physics-Informed Neural Operators for Cardiac Electrophysiology L4DC 2026