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Reinforcement Learning

Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction

11,211 datasets

Australian Marine Bioregionalisation and Seascape Maps for Biodiversity Prediction

Australia's Exclusive Economic Zone is mapped into 41 bioregions, including 24 biologically unique provinces, based on a 2005 Benthic Bioregionalisation. The dataset, created by Geoscience Australia and the Australian Ocean Data Network, integrates seabed bathymetry, geomorphic features, fish diversity, and biophysical variables like ocean primary production and seabed sediment properties.

Geospatial🇦🇺 AustraliaBioregionalisationOceanographyFinanceMarine Biodiversity+1

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Reinforcement Learning

Gene Expression in Premenopausal Breast Cancer Across the Menstrual Cycle

A 2020 study analyzed biopsy samples from 96 patients in two independent prospective studies. The research investigated changes in the expression of 50 genes, including 27 oestrogen-regulated genes, 11 putative progesterone-regulated genes, and seven proliferation-associated genes, across three predefined menstrual cycle windows. Data supporting the findings, including hormone concentrations and normalized gene expression, are publicly available via figshare.

TabularGene ExpressionHormone RegulationHealthcareBreast cancerMenstrual CycleClinical Study+1

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Reinforcement Learning

BCL9/STAT3 Regulation Data Supporting DCIS Progression Research

Datasets gathered for a study investigating why some ductal carcinoma in situ lesions progress to invasive breast cancer. The data includes RNA sequencing, ChIP-Exo, and RPPA results from patient-derived xenograft models and cell lines. Hanan S. Elsarraj and colleagues used a novel intraductal model and a rosemary extract component to identify molecular drivers of progression.

TabularStat3 PathwayCancer ResearchGene ExpressionMedical BiologyHealthcareDcis ProgressionSynthetic+1

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Reinforcement Learning

Alaska Surface Wave Dispersion Maps and Stacked Interferograms

Alaska and the Alaska-Aleutian subduction zone surface wave dispersion maps and stacked interferograms. The dataset contains composite Rayleigh wave isotropy and azimuthal anisotropy maps from 8 to 85 seconds, and onshore Love wave isotropy maps from 8 to 80 seconds on a 0.2°×0.1° grid. It was created by Chuanming Liu at the University of Colorado Boulder as supplementary material for a 2022 Journal of Geophysical Research publication.

Time SeriesGeospatialSurface WaveAlaskaGeophysicsSubduction zoneSeismic Anisotropy+1

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Reinforcement Learning

LG268 RXR Agonist Effects on Breast Cancer Immune Microenvironment in Mouse Models

Four Excel datasets support a published study on the immunomodulatory effects of the RXR agonist LG268 in two mouse models of breast cancer. The data includes tumor and spleen weights, immune cell population counts from flow cytometry, and protein expression levels from Western blotting and PCR. The datasets are hosted on figshare and were generated by researchers at Michigan State University.

TabularPreclinical ModelsBreast cancerRxr AgonistMouse ModelsImmunology+1

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Reinforcement Learning

Post-Consumer Gypsum Purification Data with Particle Size and Thermal Analysis

Miguel Castro‐Díaz from Loughborough University provides underlying data for a publication on acid leaching technology. The collection includes particle size distribution, scanning electron microscopy images, thermal gravimetric analysis, X-ray diffraction, and X-ray fluorescence data for gypsum samples from refurbishment and demolition plasterboard waste. Data files are provided in formats like .txt, .jpg, .xlsx, .raw, .brml, and .uxd.

ImageTabularChemical AnalysisAcid LeachingGypsum PurificationWaste RecyclingMaterials Science+1

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Reinforcement Learning

Acid Leaching Technology for Post-Consumer Gypsum Purification Data

Miguel Castro‐Díaz from Loughborough University published this dataset containing analytical data for gypsum purification. It includes particle size distribution, scanning electron microscopy images, thermal gravimetric analysis, X-ray diffraction, and X-ray fluorescence data for samples before and after acid leaching. The dataset supports the publication 'Acid leaching technology for post-consumer gypsum purification'.

ImageTabularChemical AnalysisAcid LeachingAnalytical DataGypsum PurificationWaste RecyclingMaterials Science+1

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Reinforcement Learning

DCASE2016: Acoustic Scene and Event Detection Challenge Submissions

A collection of system outputs and technical reports submitted for the DCASE2016 Challenge, archived by Annamaria Mesaros of Tampere University. The package enables later evaluation with additional metrics and is documented in a 2018 IEEE/ACM journal article. It contains the results and descriptions of all participating systems.

TextAudioMachine Learning ChallengeBenchmarkAcoustic Scene ClassificationAudio ProcessingAudio Event Detection+1

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Reinforcement Learning

Local Support Grant Ward Data: COVID-19 Relief Fund Distribution in Leicester

Leicester City Council provides ward-level details of the Local Support Grant distribution. The grant was administered by local authorities in England from April 1, 2021, to September 30, 2021, to support households economically affected by the COVID-19 pandemic. This dataset breaks down fund allocation by city ward and spending categories dictated by the Department for Work and Pensions.

Tabular🇬🇧 United KingdomSocial SupportCovid 19Public FundingLocal Government+1

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Reinforcement Learning

Hippocampal Threat Representation: Unthresholded fMRI Activation Maps from an Anxiety Task

Group-level results from a high-resolution fMRI study of 19 participants performing an approach-avoidance conflict anxiety task. The dataset includes unthresholded SPM activation maps from primary and secondary analyses using different smoothing kernels. The data was produced by researchers at the University of Zurich and is associated with a 2020 publication in the Journal of Neuroscience.

ImageBrain ActivationApproach Avoidance ConflictFmriAnxiety TaskNeuroscience+1

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Reinforcement Learning

ASDST: Aboriginal Sites Predictive Models for New South Wales

The Aboriginal Sites Decision Support Tool (ASDST) extends the Aboriginal Heritage Information Management System (AHIMS) by illustrating the potential distribution of Aboriginal site features. It includes predictive raster GIS layers for ten feature types, such as stone artefacts and rock art, in both pre-1750 and current landscape forms. The suite was produced by the NSW Department of Planning, Industry and Environment, with Version 7.5 released in 2020 at 50m resolution covering the extent of New South Wales.

GeospatialGeospatial PredictionAboriginal HeritageCultural SitesNew South Wales+1

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Reinforcement Learning

Civil Service List Certification: NYC Eligible Candidates for Appointment

List Certifications from New York City's Department of Citywide Administrative Services (DCAS) detail eligible candidates on active civil service lists for filling vacancies or replacing provisional employees. Each record includes candidate names, list and exam details, agency information, and requested position counts. The dataset's cross-platform presence on Socrata and Data.gov signals its importance for municipal transparency and hiring processes.

TabularCSVXMLJSONFmEal Estate ServicesFbmHcFleetGovernment EmploymentDcasDepartment Of Energy ManagementDepartment Of Citywide Administrative ServicesPersonnel CertificationFiscal And Business ManagementAdminNyc DcasCivil ServiceCertificationFacilities ManagementConstruction And Technical ServicesListHuman CapitalCtsCitywide Equity And InclusionDem+1

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Reinforcement Learning

UK National Offender Management Service High-Value Transactions

A monthly-updated list of financial transactions over £25,000 made by the National Offender Management Service. The dataset is published as part of the UK Government's commitment to transparency in public expenditure. It was last updated on 2026-07-08.

TabularCSVGovernment SpendingFinanceTransparencyPublic FinanceUk Government+1

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Reinforcement Learning

Australian Bathymetry and Topography Grid at 0.0025 Degree Resolution

Geoscience Australia compiled this bathymetry and topography dataset for Australia and its adjoining Exclusive Economic Zone. The 2009 bathymetry data integrates multibeam, single beam, and satellite-derived sources, while the onshore topography is based on revised national and SRTM DEM grids. The service provides a 0.0025-degree resolution grid where direct observations are sufficiently dense.

Geospatial🇦🇺 AustraliaTopographyMarineFinanceBathymetry+1

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Reinforcement Learning

Permian Marine Fossils from the Canning Basin, Western Australia

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 by various field parties, confirming the presence of marine Permian rocks in this area. The data is provided by the Australian Ocean Data Network.

Tabular🇦🇺 AustraliaFossilsGeologyFinancePalaeontologyPermian+1

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Reinforcement Learning

Chemical, Biological and Hydrological Controls on the 14C Content of Cold Seep Carbonate C

A numerical model investigates controls on 14C content in cold seep carbonate crusts from the eastern Mediterranean Sea. The dataset likely contains model simulation outputs exploring the effects of fluid chemistry and transport processes on crust D14C values. It was published by the Australian Ocean Data Network and last updated on 2026-06-23.

TabularHydrological ModellingCold SeepsRadiocarbon DatingCarbonate CrustsMarine Geochemistry+1

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Reinforcement Learning

Survey Data on Redistribution Support from UK Experiments and 14 Democracies

Replication data for a study on how perceived economic proximity to the poor and distance from the rich shapes support for redistribution. The dataset includes results from two survey experiments in the United Kingdom with 3,470 participants and observational data from 14 democracies. It was authored by Matias Engdal Christensen for Perspectives on Politics, with a last update timestamp of 2026-07-15.

TabularSocial ComparisonEconomic ProximityFinancePolitical ScienceSurvey ExperimentsRedistribution Attitudes+1

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Reinforcement Learning

Australian Bathymetry and Topography Grid at 0.0025 Degree Resolution

A 2009 bathymetry and topography grid covers Australia and its Exclusive Economic Zone, compiled by Geoscience Australia from multibeam, single beam, and satellite-derived sources. The grid provides a 0.0025-degree resolution where direct observations are dense, blending with lower-resolution ETOPO data elsewhere. Topographic data incorporates revised Australian and New Zealand grids alongside the 90m SRTM DEM.

Geospatial🇦🇺 AustraliaMarine DataTopographyFinanceBathymetry+1

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Reinforcement Learning

AI-Mediated Exposure in Traditional Voice Lessons: Anxiety and Feedback Study

A one-semester study explores the role of AI in traditional university voice instruction compared to human mock-jury intervention and regular self-practice. The dataset likely contains measurements of state anxiety, autonomic regulation (RMSSD, LF/HF), and video-based meaning-making feedback analysis across four time points. It was authored by Yanyan Lin and last updated in May 2026.

TabularAudioExcelMusic EducationVoice TrainingAi InterventionAnxiety Measurement+1

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Reinforcement Learning

Australian Bathymetry and Topography Grid at 0.0025 Degree Resolution

Geoscience Australia compiled this 2009 bathymetry and topography grid for Australia and its Exclusive Economic Zone. The 0.0025-degree resolution grid integrates multibeam, single beam, digitized chart, and satellite-derived bathymetry, alongside revised topography data from Australia, New Zealand, and SRTM DEM sources. It excludes data from marine jurisdictions offshore from Heard and McDonald Islands and the Australian Antarctic Territory.

Geospatial🇦🇺 AustraliaMarine DataTopographyFinanceBathymetry+1

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