Software

More details are available on our group’s GitHub page.

packages

Software packages developed by the group.

Year Name Description Paper Link
2024 QUESTS Quick Uncertainty and Entropy via STructural Similarity preprint GitHub
2023 mkite Distributed computing platform for high-throughput materials simulation paper GitHub

analysis/reproducibility

Repositories containing data/instructions to reproduce the group’s papers.

Year Article Name Paper Link Extra
2024 Comprehensive sampling of coverage effects in catalysis by leveraging generalization in neural network models preprint GitHub  
2023 Inorganic synthesis-structure maps in zeolites with machine learning and crystallographic distances paper GitHub website
2023 Data Efficiency and Extrapolation Trends in NNIPs paper GitHub  

Previous work

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Packages

Software packages previously developed by Daniel.

Year Name Description Paper Link
2021 OSDB Web interface to design templates for zeolites paper OSDB
2021 GULPy Python interface to the General Utility Lattice Program (GULP) paper GitHub
2021 VOID Library to dock molecules in nanoporous materials paper GitHub
2021 NeuralForceField Package implementing force fields using NNs paper GitHub

analysis/reproducibility

Repositories containing data/instructions to reproduce Daniel’s papers.

Year Article Name Paper Link
2022 Repurposing Templates for Zeolite Synthesis from Simulations and Data Mining paper GitHub
2021 Differentiable sampling of molecular geometries with uncertainty-based adversarial attacks paper GitHub
2021 A priori control of zeolite phase competition and intergrowth with high-throughput simulations paper GitHub
2021 Benchmarking binding energy calculations for organic structure-directing agents in pure-silica zeolites paper GitHub
2019 Graph similarity drives zeolite diffusionless transformations and intergrowth paper GitHub

datasets

Datasets for some papers. Persistent data storage links provided.

Year Name Description Paper Link
2021 Atomistic-Adversarial-Attacks DFT and force field calculations for thousands of frames of molecules and zeolites paper DOI
2021 OSDB Binding energy data for over half a million template-zeolite pairs paper DOI

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