Datasets & Benchmarks

ScientificML

A benchmark dataset of complete numerical solutions for seven PDE families including Darcy, Poisson, and Helmholtz, generated by the benchmark's own solvers for scientific ML model evaluation.

Materials

A technical Q&A dataset covering fundamental and advanced topics in materials science, including material properties, synthesis methods, characterization techniques, and engineering applications, designed for training technical response models.

ScientificML

A benchmark dataset for PDE surrogate tasks within the ai4sci-tasks evaluation framework, containing training trajectories and evaluation splits for assessing neural operator and surrogate modeling performance.

Multibody

Proposes specification-conditioned human demonstration collection for embodied AI in construction, bridging the gap between design model configurations and physical environments.

Materials

A materials science dataset hosted on HuggingFace, supporting machine learning and materials science cross-disciplinary research, containing relevant domain training or evaluation samples.

CFD

A 36M-parameter UNet-based model for solving Navier-Stokes equations using a point-wise coupling strategy for high-accuracy flow field prediction.

CFD

A dataset of 2000 steady-state CFD simulations for a liquid-cooled dual-chip pin-fin cold plate, accompanied by a POD-NN surrogate model and code to reproduce all figures in the associated paper.

ScientificML

A HuggingFace dataset repository related to PDE interpolants, supporting research at the intersection of physics modeling and machine learning.

ScientificML

A provenance-bearing benchmark for verifying symbolic candidate solutions to PDEs, containing 20 records with generator outputs, verification cases, and human annotations for assessing symbolic solver reliability.

ScientificML

A PDE evaluation dataset containing 32 physical systems, each with four representations: source code, natural-language description, governing equation, and numerical trajectory, with both correct and corrupted variants.

ScientificML

A code perturbation dataset with 256 PDE solver implementations comprising 64 base programs and 4 lexical perturbation variants each, designed for evaluating LLM understanding of physics simulation code.

ScientificML

Simulation training datasets for PDE control containing 3000 controlled trajectories generated by classical numerical solvers under randomly sampled control sequences, designed for training TI-DeepONet surrogate models.

Physics-Informed Neural Networks

A HuggingFace repository containing a potential flow PINN clustering model, providing physics-informed neural network resources for potential flow modeling.

Materials

A comprehensive materials science dataset with ~500K peer-reviewed publications, 139K phase diagrams, 409K crystalline nanostructures, and 1M+ physical property sets, enabling computational materials design and ML-driven materials informatics research.

ScientificML

A downstream physics simulation dataset accompanying the GeoPT paper, containing multi-scale mesh data across 5 simulation tasks to validate the generalization of geometric pre-trained neural simulation models across diverse physics domains.

Hydrology Data

A daily average discharge dataset from Ait Melloul hydrological station in Morocco spanning 1970 to 2024, sourced from Morocco Open Data, containing 34 rows and provided in ML-ready Parquet format.

CFD Surrogate

A HuggingFace-hosted dataset repository for computational fluid dynamics surrogate modeling, containing data resources for CFD simulation and surrogate model development.

CFD Benchmark / Multi-Scenario

Multiphysics benchmark for computational fluid dynamics covering internal/external flows and thermal convection - includes transient and steady-state data.

Computational Fluid Dynamics

A large-scale CFD-generated wind field simulation dataset containing over 12,000 cases, designed for training and evaluating terrain-informed machine learning models to reconstruct fine-scale 3D wind fields

PDE Benchmark / Multi-Equation

Large-scale PDE benchmark covering heat, advection-diffusion and fluid dynamics - supports fair comparison of data-driven and physics-informed methods.