SOTAVerified

Physical Simulations

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 100 papers

TitleStatusHype
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
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
Space and Time Continuous Physics Simulation From Partial Observations—0
DiffAvatar: Simulation-Ready Garment Optimization with Differentiable Simulation—0
Learning the dynamics of a one-dimensional plasma model with graph neural networksCode0
Discovering Interpretable Physical Models using Symbolic Regression and Discrete Exterior Calculus—0
Climate-sensitive Urban Planning through Optimization of Tree PlacementsCode0
Deep learning modelling of manufacturing and build variations on multi-stage axial compressors aerodynamics—0
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 Primitives—0
Generalizing Graph ODE for Learning Complex System Dynamics across Environments—0
C(NN)FD -- a deep learning framework for turbomachinery CFD analysis—0
A Crystal-Specific Pre-Training Framework for Crystal Material Property Prediction—0
A high-efficiency model indicating the role of inhibition in the resilience of neuronal networks to damage resulting from traumatic injury—0
On the Relationships between Graph Neural Networks for the Simulation of Physical Systems and Classical Numerical Methods—0
Simulation toolkit for digital material characterization of large image-based microstructuresCode0
TPA-Net: Generate A Dataset for Text to Physics-based Animation—0
Exploring Physical Latent Spaces for High-Resolution Flow Restoration—0
Wavelet-based Loss for High-frequency Interface Dynamics—0
Neural Posterior Estimation with Differentiable Simulators—0
Simulating Liquids with Graph Networks—0
E-LMC: Extended Linear Model of Coregionalization for Spatial Field Prediction—0
Modeling Reservoir Release Using Pseudo-Prospective Learning and Physical Simulations to Predict Water Temperature—0
Constraint-based graph network simulator—0
A Rate-Distortion Framework for Explaining Black-box Model Decisions—0
HuBeRo - a Framework to Simulate Human Behaviour in Robot ResearchCode0
Amortized Synthesis of Constrained Configurations Using a Differentiable SurrogateCode0
Real-time Pose and Shape Reconstruction of Two Interacting Hands With a Single Depth Camera—0
Knowledge- and Data-driven Services for Energy Systems using Graph Neural Networks—0
A Taylor Based Sampling Scheme for Machine Learning in Computational Physics—0
Frequency-aware Interface Dynamics with Generative Adversarial Networks—0
Bayesian Neural Ordinary Differential Equations—0
Efficient nonlinear manifold reduced order model—0
A fast and accurate physics-informed neural network reduced order model with shallow masked autoencoder—0
In-Distribution Interpretability for Challenging Modalities—0
CoolMomentum: A Method for Stochastic Optimization by Langevin Dynamics with Simulated AnnealingCode0
3D mesh processing using GAMer 2 to enable reaction-diffusion simulations in realistic cellular geometriesCode0
Local Geometric Indexing of High Resolution Data for Facial Reconstruction from Sparse Markers—0
Multi-Fidelity Black-Box Optimization with Hierarchical Partitions—0
Physics-driven Fire Modeling from Multi-view ImagesCode0
Predicting Natural Hazards with Neuronal Networks—0
Complete End-To-End Low Cost Solution To a 3D Scanning System with Integrated Turntable—0
UnrealCV: Connecting Computer Vision to Unreal EngineCode0
Measurement of refractive index of single microparticlesCode0
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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