🔥 Hot 100
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1 Paper Towards Modeling the Hemodynamic Impact of Mitral and Aortic Valve Repair in Patients with Left Ventricular Assist Devices 2 Dataset ColdPlate-CFD-2000sims: Liquid-Cooled Dual-Chip Pin-Fin Cold Plate CFD Dataset 3 Paper Autoencoders vs. Numerical Analysis--Informed Manifold Learning for Navier--Stokes Flows 4 Paper Advanced Flood Prediction with Physics-Guided Deep Learning: Combining UNet, FNO, and SAR/Optical Imagery 5 Paper Conformal Symplectic Structure of Brinkman Penalisation for Structure-Preserving Operator Learning of Hamiltonian PDEs 6 Paper DNNsolver: Accurate and Efficient Deep Learning Modeling of Polarization-Sensitive Diffractive Neural Networks 7 Paper GridSFM: A Foundation Model for Solving AC Optimal Power Flow 8 Paper LeafNet: A Diffusion-Free Multi-Layer Neural Network Method for Multidimensional Nonlinear Hyperbolic Equations 9 Paper PR-Smoother: Simulator-Preserving Non-Gaussian Smoothing for Data Assimilation 10 Paper RFlash: Shadow Reduction in Ultrasound Imaging Using Differentiable Simulation and Radiance Field Decomposition 11 Paper Response-state Learning for Transferable Vibrational Spectroscopic Characterization with Electron Prior 12 Paper SHRAV: State-Hypothesis-Reason-Action-Verify Framework for Physical Modeling and Inverse Design 13 Paper TM4FF: Physics-Constrained Transformer-Mamba Framework for Flow Field Prediction 14 Paper A subcell-refined entropy-residual-driven limiting strategy for high-order discontinuous Galerkin methods 15 Paper Concentration of Stationary Measures onto Large Scales in the Fast-Advection Limit of the Stochastically Forced Two-Dimensional Navier-Stokes Equations 16 Paper Prediction of Re-Ignition Times in Dielectric Barrier Discharges 17 Paper GCN-Based Model for Fault Classification in Distribution Networks under Harmonic Distortion 18 Paper CFD Correction of Open Tip Clearance Flow in a Compressor Cascade Using VAE Latent Space Adaptation 19 Paper Simulation-Based Inference and Unbinned Asimov Construction with Hybrid Neural Density Estimation 20 Paper Physics-guided Inverse Design of Co-based Superalloys Using Machine Learning and Multi-objective Optimization for Enhanced γ' Solvus Temperature 21 Paper A Physics-Driven Framework for Parametric Periodic-Flow Modeling and Finite-Amplitude Aeroelastic Response Analysis 22 Paper Learning Operators of Geometry with an Interface Autoencoder 23 Paper Optimal Bias Potentials via Ergodic Optimal Control and Generator Learning 24 Paper Active Self-Consistent Field Theory for Ornstein-Uhlenbeck Polymers 25 Paper Elucidating the Conformal Structure of the Brinkman Penalisation Method for Geometry-Adapted, Structure-Preserving Operator Learning of Hamiltonian PDEs 26 Paper Data-Assimilation-Assisted Reinforcement Learning for Power Grid Control under Load Uncertainty 27 Paper A Harmonic-Regression ARMA Model for Rotating Machinery Dynamics Identification and Fault Detection Under Varying Conditions 28 Paper Temporal Interfaces in Metamaterials with Shape-Varying Inclusions 29 Paper Exact Equivariance from Ordinary Neural Networks for Lattice Many-Body Dynamics 30 Paper Leakage-Safe Machine Learning for Hydrogen Embrittlement Detection in 316L Stainless Steel: A Region-Held-Out Evaluation of Texture and Deep Features in SEM Micrographs 31 Paper Relative periodic orbits in spatially extended Kolmogorov turbulence: from global to localized recurrence 32 Paper Combining physical models with dynamically acquired experimental information for the optimization of multicomponent NASICON fast ionic conductors in a self-driving laboratory 33 Paper Brain-to-Language Decoding: Tasks, Signals, Methods, Evaluation, Practical Use and Beyond 34 Paper Rational Design of Low-Dimensional Hybrid Organic/Inorganic Interfaces for Enhanced Second-Harmonic Generation 35 Paper Towards Extended Active Learning for Modelling Ferroelectric Switching: the Need for 'Gold Standards' 36 Tool FEniCS/dolfinx v0.11.0.post0 Released 37 Learn Adaptive Physics-informed Neural Networks: A Survey 38 Learn Neural Operator: Is data all you need to model the world? An insight into the paradigm of data-driven scientific ML 39 Learn From Theory to Application: A Practical Introduction to Neural Operators in Scientific Computing 40 Learn Machine Learning with Physics Knowledge for Prediction: A Survey 41 Learn Physics Simulation & ML Integration Roadmap 42 Paper Adaptive Physics Transformer with Fused Global-Local Attention for Subsurface Energy Systems 43 Paper ATOM: A Pretrained Neural Operator for Multitask Molecular Dynamics 44 Paper Emulation strategies for Bayesian inference of regional left ventricle material parameters 45 Paper PRONE: Petrov-Galerkin Operator Learning Unifies DMD, SINDy & Koopmanism 46 Paper GENERIC-FNO: Embedding Energy Conservation and Entropy Production into Fourier Neural Operators 47 Paper Periodic Neural Mapping for Unsteady Rotor-Blade Pressure and Aeroelastic Load Prediction 48 Paper Physics-Informed Learning Annual Review 2025-2026 49 Dataset CFDBench 50 Dataset 32wind-CFD Dataset 51 Dataset PES2O Materials Science Pretraining Corpus 780M 52 Dataset CFD Benchmark Dataset 53 Dataset MaCroScope-Physics-10k Physical Macroscopic Dataset 54 Dataset CFDBench: Computational Fluid Dynamics Benchmark Dataset 55 Dataset Adaption Materials Science QA Augmented Dataset 56 Dataset Materials Platform for Data Science 57 Dataset CFD Surrogate Data 58 Dataset FuXi-CFD Dataset 59 Dataset MaCroScope Physics 20k Cleaned Dataset 60 Dataset FuXi-CFD Wind Field Dataset 61 Dataset PDECert Natural-Candidate Pilot Benchmark 62 Dataset LeRobot Arm Test Dataset 63 Dataset PDE-OBS Partial Differential Equation Benchmark Dataset 64 Dataset Materials Sciences Demo Dataset 65 Dataset Cross-Representation PDE Evaluation Dataset 66 Dataset GeoPT Downstream Physics Simulation Dataset 67 Dataset Science Materials Dataset 68 Dataset SPUS PDE-UNet-36M Navier-Stokes PWC Model 69 Dataset PDE Surrogate Benchmark Dataset 70 Dataset Materials Science and Engineering Domain Ontologies 71 Dataset PDEControl_DPC - TI-DeepONet Training Datasets 72 Dataset OJOx: Specification-Conditioned Demonstrations for Embodied AI in Construction 73 Dataset cluster-03-potential-flow-pinn Model 74 Dataset Downstream_Physics_Simulation Dataset 75 Dataset Morocco Ait Melloul Station Daily Average Discharge Dataset 1970-2024 76 Dataset PDE Solver Code Perturbation Evaluation Dataset 77 Dataset DrivAerNet++ 78 Dataset PDEArena 79 Dataset PDEBench 80 Dataset TU Delft Turbulent Wake Dataset 81 Dataset U-bend Thermal-Fluid Dataset 82 Tool FEniCS / FFCx 83 Tool JAX-CFD 84 Tool Modin 85 Tool JAX-Fluids 86 Tool OpenFOAM 87 Tool PETSc 88 Tool POSEIDON 89 Tool PyVista 90 Tool SU2 91 Tool Warp-Geo: Differentiable Geometry Representation for Dynamic-Boundary Simulation and Shape Optimization 92 Tool ai4collaboration/Qwen3-8B-Mixed-Biology-and-Physics-20K-GRPO 93 Tool DeepXDE v1.15.0 94 Tool TensorRT Edge-LLM Completes MLPerf Edge Agentic Benchmark 6.4x Faster on Jetson AGX Thor 95 Tool NeuralOperator v2.0.0 Release 96 Tool InternS1-Mini Context-Conditioned Molecule Transfer Model 97 Tool Compressible Euler Equations PINN Model 98 Tool NVIDIA Earth-2: AI-Powered Weather Decision Platform 99 Tool Physics-informed Neural Network CFD 100 Tool SPUS-PDE-UNet-36M Navier-Stokes Supervised Learning Model