| Dynamic Diffusion Schrödinger Bridge in Astrophysical Observational Inversions | Jun 9, 2025 | Physical SimulationsPrediction | CodeCode Available | 0 |
| AMR-Transformer: Enabling Efficient Long-range Interaction for Complex Neural Fluid Simulation | Mar 13, 2025 | Physical Simulations | —Unverified | 0 |
| DecoupledGaussian: Object-Scene Decoupling for Physics-Based Interaction | Mar 7, 2025 | Autonomous DrivingObject | —Unverified | 0 |
| Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical Systems | Feb 24, 2025 | Computational EfficiencyPDE Surrogate Modeling | CodeCode Available | 2 |
| Grounding Creativity in Physics: A Brief Survey of Physical Priors in AIGC | Feb 10, 2025 | 3D GenerationNeRF | —Unverified | 0 |
| Transfer learning in Scalable Graph Neural Network for Improved Physical Simulation | Feb 7, 2025 | Graph Neural NetworkPhysical Simulations | —Unverified | 0 |
| Multi-Physics Simulations via Coupled Fourier Neural Operator | Jan 28, 2025 | Operator learningPhysical Simulations | —Unverified | 0 |
| PhysicsGen: Can Generative Models Learn from Images to Predict Complex Physical Relations? | Jan 1, 2025 | Image-to-Image TranslationPhysical Simulations | —Unverified | 0 |
| Soft Checksums to Flag Untrustworthy Machine Learning Surrogate Predictions and Application to Atomic Physics Simulations | Dec 4, 2024 | Physical Simulations | —Unverified | 0 |
| Realistic Surgical Simulation from Monocular Videos | Dec 3, 2024 | Physical Simulations | —Unverified | 0 |
| Phys4DGen: A Physics-Driven Framework for Controllable and Efficient 4D Content Generation from a Single Image | Nov 25, 2024 | Physical Simulations | —Unverified | 0 |
| Accelerate Neural Subspace-Based Reduced-Order Solver of Deformable Simulation by Lipschitz Optimization | Sep 5, 2024 | Physical Simulations | —Unverified | 0 |
| Adversarial Manhole: Challenging Monocular Depth Estimation and Semantic Segmentation Models with Patch Attack | Aug 27, 2024 | Adversarial AttackAutonomous Driving | CodeCode Available | 0 |
| Data-driven Modeling of Combined Sewer Systems for Urban Sustainability: An Empirical Evaluation | Aug 21, 2024 | Physical Simulations | —Unverified | 0 |
| NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design | Jun 30, 2024 | Computational EfficiencyPhysical Simulations | —Unverified | 0 |
| `Just One More Sensor is Enough' -- Iterative Water Leak Localization with Physical Simulation and a Small Number of Pressure Sensors | Jun 28, 2024 | Physical Simulations | —Unverified | 0 |
| Learnable & Interpretable Model Combination in Dynamical Systems Modeling | Jun 12, 2024 | modelPhysical Simulations | —Unverified | 0 |
| Efficient Probabilistic Modeling of Crystallization at Mesoscopic Scale | May 26, 2024 | Physical Simulations | CodeCode Available | 0 |
| Enforcing the Principle of Locality for Physical Simulations with Neural Operators | May 2, 2024 | Physical Simulations | —Unverified | 0 |
| Interpolating neural network: A novel unification of machine learning and interpolation theory | Apr 16, 2024 | GPUPhysical Simulations | CodeCode Available | 1 |
| Humanoid-Gym: Reinforcement Learning for Humanoid Robot with Zero-Shot Sim2Real Transfer | Apr 8, 2024 | MuJoCoPhysical Simulations | CodeCode Available | 5 |
| Symmetric Basis Convolutions for Learning Lagrangian Fluid Mechanics | Mar 25, 2024 | Physical Simulations | CodeCode Available | 0 |
| Urban Sound Propagation: a Benchmark for 1-Step Generative Modeling of Complex Physical Systems | Mar 16, 2024 | Physical Simulations | CodeCode Available | 0 |
| ML4PhySim : Machine Learning for Physical Simulations Challenge (The airfoil design) | Mar 3, 2024 | Physical Simulations | —Unverified | 0 |
| Fusing Neural and Physical: Augment Protein Conformation Sampling with Tractable Simulations | Feb 16, 2024 | Physical Simulations | —Unverified | 0 |