SOTAVerified

Physical Simulations

Papers

Showing 2650 of 100 papers

TitleStatusHype
Space and Time Continuous Physics Simulation From Partial Observations0
Learning Flexible Body Collision Dynamics with Hierarchical Contact Mesh TransformerCode1
Data-Driven Autoencoder Numerical Solver with Uncertainty Quantification for Fast Physical SimulationsCode1
DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulation0
Neural General Circulation Models for Weather and ClimateCode2
Learning the dynamics of a one-dimensional plasma model with graph neural networksCode0
Discovering Interpretable Physical Models using Symbolic Regression and Discrete Exterior Calculus0
TANGO: Time-Reversal Latent GraphODE for Multi-Agent Dynamical SystemsCode1
Climate-sensitive Urban Planning through Optimization of Tree PlacementsCode0
Deep learning modelling of manufacturing and build variations on multi-stage axial compressors aerodynamics0
DeepZero: Scaling up Zeroth-Order Optimization for Deep Model TrainingCode1
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
Sim-Suction: Learning a Suction Grasp Policy for Cluttered Environments Using a Synthetic BenchmarkCode1
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
Grounding Graph Network Simulators using Physical Sensor ObservationsCode1
Simulation toolkit for digital material characterization of large image-based microstructuresCode0
HOOD: Hierarchical Graphs for Generalized Modelling of Clothing DynamicsCode1
Neural Cloth SimulationCode2
TPA-Net: Generate A Dataset for Text to Physics-based Animation0
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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