{"url":"/dataset/photoswitch","name":"Photoswitch","full_name":null,"description_markdown":"A benchmark for molecular machine learning where improvements in model performance can be immediately observed in the throughput of promising molecules synthesized in the lab. Photoswitches are a versatile class of molecule for medical and renewable energy applications where a molecule's efficacy is governed by its electronic transition wavelengths.\r\n\r\nSource: [The Photoswitch Dataset: A Molecular Machine Learning Benchmark for the Advancement of Synthetic Chemistry](/paper/the-photoswitch-dataset-a-molecular-machine)","description_withheld":null,"homepage":"https://github.com/Ryan-Rhys/The-Photoswitch-Dataset","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/the-photoswitch-dataset-a-molecular-machine","title":"Data-Driven Discovery of Molecular Photoswitches with Multioutput Gaussian Processes","first_author":"Ryan-Rhys Griffiths","url":null},"license":null,"modalities":[],"tasks":[{"name":"Molecular Property Prediction","url":"/task/molecular-property-prediction","datasets_with_task":"/datasets/task/molecular-property-prediction"},{"name":"Active Learning","url":"/task/active-learning","datasets_with_task":"/datasets/task/active-learning"},{"name":"Gaussian Processes","url":"/task/gaussian-processes","datasets_with_task":"/datasets/task/gaussian-processes"}],"languages":[],"variants":["Photoswitch"],"data_loaders":[{"repo":"https://github.com/Ryan-Rhys/The-Photoswitch-Dataset","url":"https://github.com/Ryan-Rhys/The-Photoswitch-Dataset","frameworks":["pytorch"]}],"num_papers_in_archive":3,"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."}