SOTAVerified

Physical Simulations

Papers

Showing 2650 of 100 papers

TitleStatusHype
DiffTaichi: Differentiable Programming for Physical SimulationCode1
DeePore: a deep learning workflow for rapid and comprehensive characterization of porous materialsCode1
SuperCaustics: Real-time, open-source simulation of transparent objects for deep learning applicationsCode1
METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials DesignCode1
DeepZero: Scaling up Zeroth-Order Optimization for Deep Model TrainingCode1
ClimART: A Benchmark Dataset for Emulating Atmospheric Radiative Transfer in Weather and Climate ModelsCode1
PBNS: Physically Based Neural Simulator for Unsupervised Garment Pose Space DeformationCode1
φ-SfT: Shape-from-Template with a Physics-Based Deformation ModelCode1
Embedding physics domain knowledge into a Bayesian network enables layer-by-layer process innovation for photovoltaicsCode1
Interpolating neural network: A novel unification of machine learning and interpolation theoryCode1
E-LMC: Extended Linear Model of Coregionalization for Spatial Field Prediction0
Accelerate Neural Subspace-Based Reduced-Order Solver of Deformable Simulation by Lipschitz Optimization0
A Crystal-Specific Pre-Training Framework for Crystal Material Property Prediction0
A fast and accurate physics-informed neural network reduced order model with shallow masked autoencoder0
A high-efficiency model indicating the role of inhibition in the resilience of neuronal networks to damage resulting from traumatic injury0
AMR-Transformer: Enabling Efficient Long-range Interaction for Complex Neural Fluid Simulation0
A Rate-Distortion Framework for Explaining Black-box Model Decisions0
A Taylor Based Sampling Scheme for Machine Learning in Computational Physics0
Bayesian Neural Ordinary Differential Equations0
C(NN)FD -- a deep learning framework for turbomachinery CFD analysis0
Deep learning modelling of manufacturing and build variations on multi-stage axial compressors aerodynamics0
Complete End-To-End Low Cost Solution To a 3D Scanning System with Integrated Turntable0
Constraint-based graph network simulator0
Data-driven Modeling of Combined Sewer Systems for Urban Sustainability: An Empirical Evaluation0
Enforcing the Principle of Locality for Physical Simulations with Neural Operators0
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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