{"url":"/dataset/expressive-gaussian-mixture-models-for-high","name":"Expressive Gaussian mixture models for high-dimensional statistical modelling: simulated data and neural network model files","full_name":null,"description_markdown":"Neural network model files and Madgraph event generator outputs used as inputs to the results presented in the paper \"Learning to discover: expressive Gaussian mixture models for multi-dimensional simulation and parameter inference in the physical sciences\" arXiv:2108.11481; 2022 Mach. Learn.: Sci. Technol. 3 015021 \r\nCode and model files can be found at:\r\nhttps://github.com/darrendavidprice/science-discovery/tree/master/expressive_gaussian_mixture_models","description_withheld":null,"homepage":"https://dx.doi.org/10.48420/17136839","introduced_date":"2021-12-10","introduced_date_note":null,"introduced_by":{"paper":"/paper/learning-to-discover-expressive-gaussian","title":"Learning to discover: expressive Gaussian mixture models for multi-dimensional simulation and parameter inference in the physical sciences","first_author":"Stephen B. Menary","url":null},"license":{"name":"GPL3","url":null},"modalities":[{"name":"Physics","url":"/datasets/modality/physics"}],"tasks":[{"name":"Physical Simulations","url":"/task/physical-simulations","datasets_with_task":"/datasets/task/physical-simulations"},{"name":"Physics-informed machine learning","url":"/task/physics-informed-machine-learning","datasets_with_task":"/datasets/task/physics-informed-machine-learning"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Expressive Gaussian mixture models for high-dimensional statistical modelling: simulated data and neural network model files"],"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."}