SOTAVerified

Physical Simulations

Papers

Showing 5175 of 100 papers

TitleStatusHype
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
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
Space and Time Continuous Physics Simulation From Partial Observations0
DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulation0
Learning the dynamics of a one-dimensional plasma model with graph neural networksCode0
Discovering Interpretable Physical Models using Symbolic Regression and Discrete Exterior Calculus0
Climate-sensitive Urban Planning through Optimization of Tree PlacementsCode0
Deep learning modelling of manufacturing and build variations on multi-stage axial compressors aerodynamics0
Multi-Resolution Active Learning of Fourier Neural OperatorsCode0
Predicting Fatigue Crack Growth via Path Slicing and Re-WeightingCode0
Differentiable Blocks World: Qualitative 3D Decomposition by Rendering Primitives0
Generalizing Graph ODE for Learning Complex System Dynamics across Environments0
C(NN)FD -- a deep learning framework for turbomachinery CFD analysis0
A Crystal-Specific Pre-Training Framework for Crystal Material Property Prediction0
A high-efficiency model indicating the role of inhibition in the resilience of neuronal networks to damage resulting from traumatic injury0
On the Relationships between Graph Neural Networks for the Simulation of Physical Systems and Classical Numerical Methods0
Simulation toolkit for digital material characterization of large image-based microstructuresCode0
TPA-Net: Generate A Dataset for Text to Physics-based Animation0
Exploring Physical Latent Spaces for High-Resolution Flow Restoration0
Wavelet-based Loss for High-frequency Interface Dynamics0
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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