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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
11,156 datasets
A 2024 paper by Konstantinos V. Katsikopoulos from the University of Basel compares the performance of the take-the-best heuristic against benchmarks like naïve Bayes across 19 simulated environments. The research investigates how limited information search and noncompensatory processing can yield robust performance relative to more complex models. It specifically tests the heuristic with both dichotomized and undichotomized cues, using small training sets and human intuition.
A dataset from the Computational Infrastructure for Geodynamics (CIG) community assesses software citation practices in geoscience research. It examines publication lists from 2010 to 2015 and citation requests in software user manuals. The dataset was compiled by Lorraine Hwang of the University of California, Davis.
Input and forcing files to reproduce simulations with the iceberg-extended Alfred Wegener Institute Earth System Model (AWI-ESM). The dataset includes model dimensions, coordinates, scaling factors, ice sheet model output, restart files, and runscripts. It was created by Lars Ackermann of the Alfred Wegener Institute to accompany a 2023 preprint publication.
A collection of 1,415 aptamer sequences extracted from 489 scientific papers published between 1990 and 2022. The dataset, a snapshot from the University of Texas Aptamer Database, includes multiple sequences per selection experiment, akin to a metagenomic approach. For each aptamer, information includes publication details, target, sequence, GC percentage, length, binding affinity, and application.
NESP Marine Biodiversity Hub project outputs supporting the development of the Monitoring, Evaluation, Reporting and Improvement (MERI) system for Australian Marine Parks. The project involved tasks like reviewing natural values classifications, providing spatial data layers, and advising on monitoring priorities. Outputs are hosted by the Australian Ocean Data Network and were last updated on 2026-06 -23.
A geospatial dataset identifying potential sites for environmental retrofitting on building rooftops in Melbourne. The data comprises four ESRI shapefiles, also available as GeoTIFFs, and is provided by the City of Melbourne Open Data under a CC-BY-4.0 license. It was last updated on June 28, 2026.
A technical report from the Australian Ocean Data Network, last updated 2026-06-23, describing the benthic bioregionalisation of Australia's Exclusive Economic Zone. It covers the sea floor in the 80% of the EEZ beyond the continental shelf break, detailing patterns of biological distributions and physical habitats. The report includes the methodology, datasets used, descriptions of each bioregion, and an evaluation of the approach.
UK Continental Shelf (UKCS) exploration and appraisal wells are covered by this collection of joined digital well logs, deviation surveys, and time-depth curves. The North Sea Transition Authority purchased and released this data, which includes approximately 900 wells from an initial purchase and additional wells released in support of the 31st Frontier Licensing Round. The dataset was last updated in June 2026.
Australian Ocean Data Network provides supporting data for a systematic review assessing biological responses to the Southern Annular Mode (SAM) across Southern Hemisphere ecosystems. The dataset includes two Excel files containing literature screening records and extracted study-level information, such as publication details, locations, and evidence pathways. The data was prepared by Yifan Wu in 2026 with funding from the Australian Research Council and other institutions.
Client statistics for Scotland's Supporting People program, a housing support service. The Scottish Government produced this dataset, which it has since replaced with updated Housing Statistics for Scotland web tables. The dataset was last updated on the platform on 2026-07-08.
Himawari-8 satellite data provides high-frequency (10-minute) and high-resolution (~2km) sea surface temperature (SST) observations. This dataset was used to investigate the Bonney Coast upwelling, East Australian Current variations, and Madden-Julian Oscillation diurnal SST signals between 2015 and 2017. The analysis was presented at the 2019 Australian Marine Science Association conference.
A machine learning approach fuses air quality monitoring, satellite data, and meteorological models to produce spatially-resolved PM2.5 estimates. The rapidfire R package generated these estimates for several large wildfire smoke events in California from 2017 to 2021. This dataset and its accompanying scripts were created by Sean Raffuse at UC Davis to support the rapidfire manuscript.
A methodological paper by Nathan Kallus of Cornell University introduces a retargeting solution for policy learning from observational data. The work includes extensive empirical results from a simulation study and a case study on personalized job counseling. The paper is published on paperswithcode under an Open Access license.
T. H. Morgan's foundational work at Columbia University's Zoological Laboratory provided early evidence for genetic linkage and crossing over. The data likely contains observations of somatic characters associated with sex in Drosophila flies, challenging simple Mendelian expectations. This dataset represents a key historical resource for understanding the principles of associative inheritance.
12 monthly files provide mean cloud cover percentages for the UK on a 5km grid, averaged over the 1961-1990 period. The dataset was created with financial support from the UK Department for Environment, Food and Rural Affairs (Defra) and promoted by the UK Climate Impacts Programme. Data access requires registration on the Met Office website.
1961-1990 monthly averages for mean daily maximum temperature across the UK. The dataset contains 12 files, one for each month, representing a long-term climatological baseline. It was created with support from the UK Department for Environment, Food and Rural Affairs (Defra) and is promoted by the UK Climate Impacts Programme.
UKCP09 provides 5 km gridded monthly averages for mean air temperature in degrees Celsius. The dataset contains 12 files, one for each month, representing the 1961-1990 average period. It was created with financial support from the UK Department for Environment, Food and Rural Affairs (Defra) and is promoted by the UK Climate Impacts Programme.
12 monthly gridded files represent the long-term average mean daily minimum temperature across the UK for the 1961-1990 period. The Met Office created this dataset with financial support from the UK Department for Environment, Food and Rural Affairs (Defra). Data is promoted by the UK Climate Impacts Programme as part of the UK Climate Projections (UKCP09).
1961-1990 monthly averages for mean relative humidity across the United Kingdom, provided on a 5km grid. The dataset consists of 12 files, one for each month, created with financial support from the UK Department for Environment, Food and Rural Affairs (Defra) and promoted by the UK Climate Impacts Programme. Data access requires registration on the Met Office website.
2018-2020 project outputs from the Australian Ocean Data Network deliver a guidance system for resilience-based management of the Great Barrier Reef. The system is a desktop software tool designed to help prioritize management and restoration actions on specific reefs to maximize ecological and socio-economic outcomes. It was demonstrated in the Whitsunday and Cairns regions.