physics-informed learning

ACuRE: Accurate Continuity-Regularized SpO2 Estimation Using Liquid Time-Constant Networks WACV 2026 AdaField: Generalizable Surface Pressure Modeling with Physics-Informed Pre-training and Flow-Conditioned Adaptation AAAI 2026 AviaSafe: A Physics-Informed Data-Driven Model for Aviation Safety-Critical Cloud Forecasts CVPR 2026 Dynamic Black-hole Emission Tomography with Physics-informed Neural Fields CVPR 2026 ElastoGen: 4D Generative Elastodynamics AAAI 2026 EMMA: Extracting Multiple physical parameters from Multimodal Data CVPR 2026 Flood-LDM: Generalizable Latent Diffusion Models for rapid and accurate zero-shot High-Resolution Flood Mapping WACV 2026 HGATSolver: A Heterogeneous Graph Attention Solver for Fluid–Structure Interaction AAAI 2026 Learning Dynamics from Input-Output Data with Hamiltonian Gaussian Processes L4DC 2026 Learning Nonholonomic Dynamics with Constraint Discovery L4DC 2026 MANTA: Physics-Informed Generalized Underwater Object Tracking WACV 2026 PADM: A Physics-aware Diffusion Model for Attenuation Correction WACV 2026 PHASE-Net: Physics-Grounded Harmonic Attention System for Efficient Remote Photoplethysmography Measurement CVPR 2026 PhysicsCorrect: A Training-Free Approach for Stable Neural PDE Simulations AAAI 2026 Physics-Informed Deformable Gaussian Splatting: Towards Unified Constitutive Laws for Time-Evolving Material Field AAAI 2026 Phys-Liquid: A Physics-Informed Dataset for Estimating 3D Geometry and Volume of Transparent Deformable Liquids AAAI 2026 PIMRL: Physics-Informed Multi-Scale Recurrent Learning for Burst-Sampled Spatiotemporal Dynamics AAAI 2026 PMRNet: Physics-informed Multi-scale Refinement Network for Medical Image Segmentation CVPR 2026 ProPhy: Progressive Physical Alignment for Dynamic World Simulation CVPR 2026 Scalable Infinitesimal Generator–Based Koopman Learning for Long-Horizon Prediction L4DC 2026 Seeing Through Blur: Tackling Defocus in Spike-Based Imaging CVPR 2026 SinBasis Networks: Matrix-Equivalent Feature Extraction for Wave-Like Optical Spectrograms AAAI 2026 Solving a Nonlinear Blind Inverse Problem for Tagged MRI with Physics and Deep Generative Priors CVPR 2026 A Physics-Informed Blur Learning Framework for Imaging Systems CVPR 2025 Diffusion-based 3D Hand Motion Recovery with Intuitive Physics ICCV 2025