{"url":"/dataset/dataset-and-model-weights-for-plasma-sheet","name":"Dataset and Model Weights for Plasma Sheet Model Graph Network Simulator","full_name":null,"description_markdown":"Simulation data and pre-trained Graph Neural Network (GNN) models produced in [1].\r\n\r\nTwo *.zip files are provided:\r\n\r\ndata.zip - contains the datasets of train/test simulations produced using the Sheet Model algorithm [1, 2]\r\nmodels.zip - contains the GNN model weights (*.pkl) + relevant training information and model parameters (*.yml and *.txt)\r\n\r\n*Source Code*\r\n\r\nThe source code used to produce the data, train, and test the models can be found at: https://github.com/diogodcarvalho/gns-sheet-model\r\n\r\n*References*\r\n\r\n[1] D. D. Carvalho, D. R. Ferreira, L. O. Silva, \"Learning the dynamics of a one-dimensional plasma model with graph neural networks\", arXiv:2310.17646 (2023)\r\n\r\n[2] J. Dawson, \"One‐Dimensional Plasma Model\", The Physics of Fluids 5.4 (1962): 445-459.","description_withheld":null,"homepage":"https://zenodo.org/records/10440186","introduced_date":"2024-05-13","introduced_date_note":null,"introduced_by":{"paper":"/paper/do-graph-neural-networks-dream-of-landau","title":"Learning the dynamics of a one-dimensional plasma model with graph neural networks","first_author":"Diogo D Carvalho","url":null},"license":{"name":"MIT","url":null},"modalities":[{"name":"Physics","url":"/datasets/modality/physics"}],"tasks":[{"name":"Physical Simulations","url":"/task/physical-simulations","datasets_with_task":"/datasets/task/physical-simulations"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Dataset and Model Weights for Plasma Sheet Model Graph Network Simulator"],"data_loaders":[],"num_papers_in_archive":1,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}