SOTAVerified

Physical Simulations

Papers

Showing 125 of 100 papers

TitleStatusHype
Dynamic Diffusion Schrödinger Bridge in Astrophysical Observational InversionsCode0
AMR-Transformer: Enabling Efficient Long-range Interaction for Complex Neural Fluid Simulation0
DecoupledGaussian: Object-Scene Decoupling for Physics-Based Interaction0
Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical SystemsCode2
Grounding Creativity in Physics: A Brief Survey of Physical Priors in AIGC0
Transfer learning in Scalable Graph Neural Network for Improved Physical Simulation0
Multi-Physics Simulations via Coupled Fourier Neural Operator0
PhysicsGen: Can Generative Models Learn from Images to Predict Complex Physical Relations?0
Soft Checksums to Flag Untrustworthy Machine Learning Surrogate Predictions and Application to Atomic Physics Simulations0
Realistic Surgical Simulation from Monocular Videos0
Phys4DGen: A Physics-Driven Framework for Controllable and Efficient 4D Content Generation from a Single Image0
Accelerate Neural Subspace-Based Reduced-Order Solver of Deformable Simulation by Lipschitz Optimization0
Adversarial Manhole: Challenging Monocular Depth Estimation and Semantic Segmentation Models with Patch AttackCode0
Data-driven Modeling of Combined Sewer Systems for Urban Sustainability: An Empirical Evaluation0
NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design0
`Just One More Sensor is Enough' -- Iterative Water Leak Localization with Physical Simulation and a Small Number of Pressure Sensors0
Learnable & Interpretable Model Combination in Dynamical Systems Modeling0
Efficient Probabilistic Modeling of Crystallization at Mesoscopic ScaleCode0
Enforcing the Principle of Locality for Physical Simulations with Neural Operators0
Interpolating neural network: A novel unification of machine learning and interpolation theoryCode1
Humanoid-Gym: Reinforcement Learning for Humanoid Robot with Zero-Shot Sim2Real TransferCode5
Symmetric Basis Convolutions for Learning Lagrangian Fluid MechanicsCode0
Urban Sound Propagation: a Benchmark for 1-Step Generative Modeling of Complex Physical SystemsCode0
ML4PhySim : Machine Learning for Physical Simulations Challenge (The airfoil design)0
Fusing Neural and Physical: Augment Protein Conformation Sampling with Tractable Simulations0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HOOD_OuterChamfer (cm)5.36Unverified
2PBNS_DressChamfer (cm)4.87Unverified
3PBNS_OuterChamfer (cm)4.86Unverified
4NCS_OuterChamfer (cm)4.74Unverified
5NCS_DressChamfer (cm)4.55Unverified
6HOOD_DressChamfer (cm)4.29Unverified
7PBNS_UpperChamfer (cm)2.69Unverified
8HOOD_UpperChamfer (cm)2.67Unverified
9NCS_UpperChamfer (cm)2.11Unverified
10HOOD_LowerChamfer (cm)2.07Unverified