Published March 31, 2026 | Version v1

Data for "Assessing generative modeling approaches for free energy estimates in condensed matter"

  • 1. ROR icon Freie Universität Berlin
  • 2. ROR icon Flatiron Institute

Description

The dataset contains raw molecular dynamics (MD) simulation data used to train the models in the paper "Assessing Generative Modeling Approaches for Free Energy Estimates in Condensed Matter" (arXiv:2512.23930). It includes:

  • Atomic coordinates
  • Forces
  • Potential energies

The data covers monatomic ice in cubic and hexagonal phases, as well as Lennard-Jones solids in HCP and FCC crystal structures. Each combination of structure and system size has two datasets (indicated by the suffixes _001 and _002), which can be used for training and evaluation. Each dataset contains 100,000 samples generated from MD simulations. Frames are saved every 1000 MD steps with a timestep of 1 fs.

Additionally, the dataset includes Jupyter notebooks demonstrating how to:

  • Load the data
  • Convert between absolute coordinates and displacements
  • Compute the free energy of the reference system (Einstein crystal)
  • Extract the unit cells of the different structures
  • Run the MD simulations to generate the data

Files

preprocess_data.ipynb

Files (12.5 GB)

Name Size
md5:df02c01420ab3eea3a9034ebb65d0902
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md5:9855df8042dd64e6dadc19d8e77bd4f0
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md5:a1824775ce5a3a6ad9a3f5dca1353359
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526.4 MB Download
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526.4 MB Download
md5:074074bec9dd0fb57758ddc30a9337ce
872.0 MB Download
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872.0 MB Download
md5:0b843dfa574b324f410cff845179b6a1
1.2 GB Download
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1.2 GB Download
md5:f55571623a7873dc0ce59b9e007d2698
872.0 MB Download
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872.0 MB Download
md5:a99f0f6c77ab442e1b912ac4bd782f81
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md5:7fd9ca80962dedfb4cd187c201b24fea
1.0 GB Download
md5:2d36a702c957f81b3d3fa6ae43b12aa5
1.0 GB Download
md5:d6fb8b95023f44e309c60795f1f22101
315.2 MB Download
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315.2 MB Download
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1.0 GB Download
md5:1fa5ffa8f77d3a3ec7e96accf47105b3
1.0 GB Download
md5:8d7e29d12f985f1612c022b0ef8a5d4c
315.2 MB Download
md5:c3a474461009a03dd979a271067008a9
315.2 MB Download
md5:cc2c343e277e72b0016a363ee89202a6
7.6 kB Download
md5:5a19c824233f65c01f51c368913be099
117.3 kB Preview Download
md5:b5f1a924a85b54d4d61eeef3c6eb2558
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md5:b024226a7bfecc1c705f88fe48040ae2
63.2 kB Preview Download
md5:364f6137fd5f815c6276262b2aaf116f
4.4 kB Download