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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
8,911 datasets
A newly discovered coral reef province in the Gulf of Carpentaria, Australia, was mapped using multibeam sonar, drill cores, and underwater video. The dataset includes seven mapped reefs, with U/Th dating showing growth commenced around 10.5 thousand years ago and persisted for approximately 2.0 thousand years. The data was published by Geoscience Australia and last updated in May 2026.
Huang's research dataset contains materials related to emergent phase transitions in optimization. The 40.4 MB ZIP file supports research questions on comparative performance, ablation analysis, scalability, and robustness under gradient conflict. It was last updated on May 15, 2026.
Faecal hormone metabolite values from Weddell seals in Antarctica's Long Fjord, collected from June to December 2021. The Australian Ocean Data Network provides this data for an initial analysis of reproductive status and seasonal physiology. Four different families of steroid metabolites were measured following biochemical validation of assays.
Historical documents including letters, reports, notes, memorandums of understanding, and research plans related to the South Umpqua Experimental Forest in southwest Oregon. The collection was gathered by Amy Rusk and covers activities from 1951 through 1983. The files were made available on figshare under a CC0-1.0 license.
A thesis dataset from 2026 supporting immunological characterization of novel DelNS1 live attenuated influenza vaccines. Ying Liu provides raw measurements from animal models, including viral titers, antibody levels, and T cell frequencies. The data is contained in a single Excel file with worksheets organized by thesis chapter.
A glossary of seabed morphology features provides standardized definitions and schematic diagrams for marine scientists. It updates a 2016 classification scheme and results from a collaboration between marine mapping programs in Norway, Ireland, the UK, and Australia. The glossary is intended to support clear and consistent seabed characterization.
A 2026 standardized framework for marine and coastal geomorphic mapping developed by the International Seabed Geomorphology Mapping Working Group. It includes a hierarchical glossary of over 400 terms across 11 classes and a system for classifying 40 bathymetric shapes. The framework is supported by open-access, machine-readable digital vocabularies and GIS tools.
A review article published in Frontiers in Marine Science in 2019 analyzes the objectives of Australia's Marine Park network and the types of questions and data analysis needed to address them. The work critically examines how monitoring program design influences the ability to answer these questions, using the strength of evidence hierarchy from the Evidence Based Decision Making paradigm. It was published by authors from Geoscience Australia and other institutions.
Schmidt Ocean Institute survey FK200308 collected bathymetry and seafloor imagery within the Gascoyne Marine Park offshore northwestern Australia. The data reveals the Cape Range Canyon's steep walls, slumping history, and deep plunge pools formed by turbidity currents. Funding was provided by Schmidt Ocean Institute, Geoscience Australia, and the Australian Government’s National Environmental Science Program.
Geoscience Australia created this dataset to support Australia's marine protected area program under the Environmental Protection and Biodiversity Conservation Act. It integrates seabed bathymetry, fish diversity, and other biophysical variables to produce a map of geomorphic features and a Benthic Bioregionalisation subdividing Australia's Exclusive Economic Zone into 41 bioregions, including 24 provinces. The dataset was derived from existing data available around 2005 to provide surrogates for seabed biodiversity distribution.
Work Package 2 of the IDoService project contains data from co-design workshops aimed at developing a service for people living with mild to moderate dementia. The 19.6 MB ZIP file, authored by Laura Orton and last updated in May 2026, includes insights from stakeholder workshops that built upon prior community interviews. The dataset is shared under a CC-BY-NC-SA-4.0 license.
Experimental results on the inhibitory activity of two synthetic LL37 derivatives against periodontal pathogens. The data includes measurements of bacterial growth inhibition for Porphyromonas gingivalis, Fusobacterium nucleatum, and Streptococcus oralis in the presence of cigarette smoke extract. The dataset was authored by Samaneh Keshavarz and last updated on 2026-04-28.
79.9 MB of raw data and supporting materials for the manuscript “The Aquareovirus VP7 Co-opts NF-κB Signaling to Facilitate Infection via IL-1β and HSP70/90.” The deposited files include source data for graphs and statistical analyses, complete manuscript figures, and raw image data like uncropped western blots and microscopy images. Author Chun Li uploaded these materials to figshare under a CC-BY-4.0 license to support reproducibility.
Invest Nova Scotia's incubation resident companies dataset lists firms housed within three specialized facilities. The Bays facility in Dartmouth targets clean technology companies, The Labs in Halifax focuses on life sciences, and the Start-Up Yard at COVE supports ocean technology commercialization. Columns suggest the dataset tracks company affiliation, facility details, and fiscal year.
A review and synthesis of geological research undertaken along the south western margin of Australia. This record provides fundamental baseline scientific information for the South Western Marine Planning Area. It was written in support of regional marine planning and is hosted by the Australian Ocean Data Network.
The SPATIAL Project reconstructed cross-sectional planes of an elderly female human body using the Visible Human female dataset from the U.S. National Library of Medicine. This 1.5 GB collection provides access to digital cadaveric cross-sections reflecting radiologic collimation, including JPEG, PDF, video, and DICOM files. It was authored by Cailin Mellberg and last updated on May 15, 2026.
A 2026 report from the Australian Ocean Data Network describes benthic bioregions covering 80% of Australia's Exclusive Economic Zone beyond the continental shelf. It details patterns of biological distributions and physical habitats on the seafloor. The technical report includes dataset descriptions, bioregion details, and an evaluation of the bioregionalisation.
Australia's Northern Marine Planning Area is the focus of this geological review and synthesis. The record provides fundamental baseline scientific information compiled from relevant literature to support regional marine planning. It was published by the Australian Ocean Data Network and last updated on June 4, 2026.
Late Palaeozoic fossils have been recorded from near the south-west margin of the Canning Basin. The dataset includes records of brachiopods, a nautiloid, and Ammodiscus nitidus collected from various wells along the Canning Stock Route. Two additional collections from 1954 confirm the presence of marine Permian rocks in this area.
ENA BioProject PRJEB108241 provides genome bins from inoculum and anodic biofilm samples, including medium- and high-quality bins. The dataset contains .fna files, a bin_info.tsv with quality metrics and taxonomic classifications, and separate amino acid FASTA sequences for the Methylobacter_1 MAG. Peter A.G. ter Horst published this 129.1 MB dataset on figshare in May 2026 to support reproducibility of genome-resolved analyses.