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Metal-Organic Frameworks
The dataset used for machine learning accelerated discovery of metal-organic frameworks. -
Transition-metal complexes
The dataset used for machine learning accelerated discovery of transition-metal complexes. -
Material database
The material database E = {(ˆzI, ˆSI)}M I=1 ∈ E is defined to store the material data. -
Deep autoencoders for physics-constrained data-driven nonlinear materials mod...
Physics-constrained data-driven computing is an emerging computational paradigm that allows simulation of complex materials directly based on material database and bypass the... -
Steel Cantilever Beam
Steel cantilever beam dataset -
Aluminium Alloys dataset
The Aluminium Alloys dataset contains phase diagrams of aluminium alloys. -
ESOL and FreeSolv datasets
ESOL and FreeSolv datasets used for training and evaluating DG-GCN. -
Modular U-Net for automated segmentation of X-ray tomography images in compos...
A reinterpretation of the U-Net architecture as a modularized structure was proposed as a solution to scale up the segmentation of such images. -
Open Catalyst 2020 (OC20) dataset
The Open Catalyst 2020 (OC20) dataset is a large-scale dataset for simulating catalyst materials. -
Crystal Diffusion
The dataset used in this paper for crystal structure generation and validation. -
CHGNet dataset
The dataset used for training and testing the CHGNet model, containing energies, forces, stresses, and magnetic moments of inorganic materials. -
Materials Project Trajectory Dataset
The Materials Project Trajectory Dataset is a comprehensive collection of DFT calculations on inorganic materials, including energies, forces, stresses, and magnetic moments. -
QM7 dataset
The dataset used in this paper for regression task on atomization energies of molecules. -
Polymer Dataset
The polymer dataset is a collection of polymers with varying properties.