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ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Reweighting free energy profiles between universal machine learning interatomic potentials for fast consensus building

Authors: Majumdar, Sauradeep; Steiner, Miguel; Dietschreit, Johannes C. B.; Roy, Swagata; Willimetz, Daniel; Grajciar, Lukáš; Gomez-Bombarelli, Rafael;

Reweighting free energy profiles between universal machine learning interatomic potentials for fast consensus building

Abstract

# Dataset -- Reweighting Free Energies ## Folder Contents ### `zeolite_structure/`CIF file of the studied system: Li⁺ ion in a water-solvated zeolite framework (1 Al, 1 Li, 55 H₂O, 601 atoms total). ### `umbrella_sampling_data/`Output data from umbrella sampling (US) simulations used to construct the PMFs directly:- MACE-MATPES US simulation log files (54 umbrella windows, z = −6.61 to 6.64 Å)- Pre-computed PMF from MACE-MP0 umbrella sampling (`pmf_april9_umb_mace-mp0.npz`) ### `data_540000_frames/`Processed frames used for free energy reweighting (10,000 downsampled frames × 54 windows = 540,000 frames total). Contains per-MLIP subdirectories with source and target potential energies, for 7 target MLIPs:- MACE-MATPES, MACE-MP0-D3, MACE-MPA, MACE-finetuned, UMA, ORB, PET-MAD ### `data_parity_plots/`DFT and MLIP energies and forces for 1,100 structures used in the parity plots (8 MLIPs vs DFT PBE+D3 reference). POSCAR files for the DFT calculations are provided in `dft_li.zip`. ### `MACE-finetuned/`The finetuned MLIP developed in this work, along with the training data used. ### `MBAR_weights/`The MACE-MP0 unbiased MBAR weights obtained for the 540,000 downsampled frames 

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average