| ξ-torch: differentiable scientific computing library | Oct 5, 2020 | Physical Simulations | CodeCode Available | 1 |
| Can I Pour into It? Robot Imagining Open Containability Affordance of Previously Unseen Objects via Physical Simulations | Aug 5, 2020 | Binary ClassificationClassification | CodeCode Available | 1 |
| METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design | Jun 1, 2020 | Physical SimulationsPoint Processes | CodeCode Available | 1 |
| Isometric Transformation Invariant and Equivariant Graph Convolutional Networks | May 13, 2020 | Object DetectionPhysical Simulations | CodeCode Available | 1 |
| DeePore: a deep learning workflow for rapid and comprehensive characterization of porous materials | May 3, 2020 | Physical Simulations | CodeCode Available | 1 |
| Molecular Insights from Conformational Ensembles via Machine Learning | Feb 4, 2020 | BIG-bench Machine LearningDimensionality Reduction | CodeCode Available | 1 |
| Embedding physics domain knowledge into a Bayesian network enables layer-by-layer process innovation for photovoltaics | Jan 31, 2020 | Bayesian InferencePhysical Simulations | CodeCode Available | 1 |
| Compressive MRI quantification using convex spatiotemporal priors and deep auto-encoders | Jan 23, 2020 | compressed sensingPhysical Simulations | CodeCode Available | 1 |
| DiffTaichi: Differentiable Programming for Physical Simulation | Oct 1, 2019 | Physical Simulations | CodeCode Available | 1 |
| Is That a Chair? Imagining Affordances Using Simulations of an Articulated Human Body | Sep 17, 2019 | ObjectPhysical Simulations | CodeCode Available | 1 |
| 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 |
| 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 |
