SOTAVerified

Physical Simulations

Papers

Showing 1–25 of 100 papers

TitleStatusHype
Dynamic Diffusion Schrödinger Bridge in Astrophysical Observational InversionsCode0
AMR-Transformer: Enabling Efficient Long-range Interaction for Complex Neural Fluid Simulation—0
DecoupledGaussian: Object-Scene Decoupling for Physics-Based Interaction—0
Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical SystemsCode2
Grounding Creativity in Physics: A Brief Survey of Physical Priors in AIGC—0
Transfer learning in Scalable Graph Neural Network for Improved Physical Simulation—0
Multi-Physics Simulations via Coupled Fourier Neural Operator—0
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 Simulations—0
Realistic Surgical Simulation from Monocular Videos—0
Phys4DGen: A Physics-Driven Framework for Controllable and Efficient 4D Content Generation from a Single Image—0
Accelerate Neural Subspace-Based Reduced-Order Solver of Deformable Simulation by Lipschitz Optimization—0
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 Evaluation—0
NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design—0
`Just One More Sensor is Enough' -- Iterative Water Leak Localization with Physical Simulation and a Small Number of Pressure Sensors—0
Learnable & Interpretable Model Combination in Dynamical Systems Modeling—0
Efficient Probabilistic Modeling of Crystallization at Mesoscopic ScaleCode0
Enforcing the Principle of Locality for Physical Simulations with Neural Operators—0
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 Simulations—0
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Benchmark Results

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