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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
8,859 datasets
Module 94 of the Davis Logic V2 project details a static-memory, real-time signal autocorrelation estimator algorithm for embedded microcontrollers. The algorithm, authored by Jamie Davis and licensed under CC BY 4.0, processes data streams using a circular sliding window and 64-bit intermediate calculations to output Q16.16 fixed-point results. The 2.2 KB text file was last updated on 2026-05-31.
14 commercial high-rise projects in Nantong City, China, from January 2023 to March 2024 provide data on IoT-monitored formwork systems. Francis Deng Clement contributed this dataset, which includes project specifications, laser scanning measurements, safety incident records, and expert interview materials. Key results show a 42.7% improvement in structural alignment precision and a 45–60% reduction in formwork-related safety incidents.
162 coral seeding devices containing larvae from three thermal selection treatments were deployed across nine sites at Davies Reef. The dataset documents a field-based experiment testing the artificial selection of Acropora spathulata coral larvae for heat tolerance, conducted by the Reef Restoration and Adaption Program at AIMS. Data collection involved phenotyping and breeding colonies collected in October 2023, followed by larval exposure to Ambient (27°C), Sub-lethal (33°C), and lethal Selection (35°C) temperature treatments.
A nine-year retrospective cohort study of 1,259 very preterm infants admitted to a tertiary neonatal ICU between January 2017 and December 2025. The dataset, authored by Talal Aljarbou, examines factors associated with death before 36 weeks' postmenstrual age or moderate-to-severe bronchopulmonary dysplasia, with the composite outcome occurring in 27.1% of the analyzed cohort.
Man Gui's dataset on figshare contains analysis results from 15,321 adults in the Kailuan cohort, examining the link between cumulative cardiovascular health scores and aortic valve calcification. The data includes odds ratios from multivariable logistic regression for 2,894 identified AVC cases, derived from health examinations between 2006 and 2012. It was last updated on 2026-05-29.
The Natural Capital Ecosystem Assessment (NCEA) Benthic Sediment Chemistry network provides evidence on chemicals in estuarine and coastal sediments. This dataset contains chemical analysis results from sediment samples collected in English waters between 01 April 2023 and 31 March 2025, including supporting data like sampling locations. It is produced by the UK Environment Agency as part of Defra's largest R&D programme to inform water management.
Andrew B. Dykstra developed a high-throughput liquid chromatography–mass spectrometry (LC–MS) workflow for peptide mapping of therapeutic proteins. The dataset, last updated in June 2026, contains results from a method that increased injection-to-injection throughput by approximately 10-fold compared to a reference method. It includes data from testing 51 synthetic peptides to evaluate chemical modifications like isoaspartic acid and asparagine deamidation.
263.0 MB of data and code supporting the second-dimension outlier-driven heterogeneity model. The materials were created by authors Kai Ren, Yongze Song, Xinyue Yang, Xi Wang, Min Chen, and Qiang Yu and were last updated on June 1, 2026. The associated research article is published under DOI 10.1080/13658816.2026.2682957.
26.6 KB of numerical simulation results comparing Casson and Jeffrey fluid behavior in magnetohydrodynamic flow over a Riga plate. The dataset, authored by Shilpa Choudhary and last updated in June 2026, contains findings from solving transformed ordinary differential equations using the Bvp4c solver in MATLAB. Results include specific percentage changes in fluid velocity and heat transfer rates for different parameters.
A 330.1 KB PDF document authored by Elisa Rauseo, last updated on June 4, 2026. It is a systematic review evaluating computational modelling approaches for planning transcatheter aortic valve replacement (TAVR), focusing on complications and decision support.
Francesco Citiulo published a document on figshare in 2026 detailing the development of a bivalent GMMA-based vaccine candidate against invasive nontyphoidal Salmonella disease. The work describes genetic modifications to Salmonella strains, GMMA production under GMP conditions, and preclinical immunogenicity and safety results from mice and rabbits. The data supported the clinical evaluation of this vaccine candidate for use in sub-Saharan Africa.
Data Sheet 1_HLA alleles shape distinct biases in the usage preferences of TCR Vβ segments.csv contains allele-specific T-cell receptor Vβ gene usage profiles derived from population-scale TCRβ repertoires. The dataset was created by Leonardo V. Castorina and last updated on 2026-05-29. It provides normalized HLA-Vβ preference vectors to quantify germline-driven TCR–HLA compatibility.
1,357 women planning pregnancy were included in a cohort study conducted in Liaoning, China between January 2019 and December 2023. The data shows opposing effects of PM2.5 exposure on thyroid-stimulating hormone levels, depending on thyroid autoimmunity status. This dataset, authored by Heze Xu and shared under a CC-BY-4.0 license, is a 478.7 KB document analyzing effect modification by thyroid peroxidase antibodies.
Malaysia Trade Data provides verified import and export trade data, customs records, and HS code intelligence. The dataset includes importer and exporter databases, shipment records, and trade analytics. It was published by Malaysia Trade Data on figshare under a CC-BY-4.0 license and last updated on June 2, 2026.
Jiamao Hao's thesis data on a catalytic method for synthesizing tri- and tetra-ortho-substituted axially chiral biaryls. The dataset includes PDF and TXT files totaling 27.5 MB, supporting research on enantioselective desymmetrization and derivatization reactions. It was last updated on June 1, 2026.
2018 spatially continuous predictions of seabed gravel, mud, and sand content as weight percentages for eight areas in the Timor Sea region within the Australian continental EEZ. The dataset is presented as 10-meter resolution raster grids and supersedes previous predictions with improved accuracy. This research was supported by the National Environmental Science Program (NESP) Marine Biodiversity Hub.
Flood Zones data shows land at present-day risk of flooding from rivers and the sea, ignoring defences, for England. The dataset defines three zones based on annual probability of flooding and is used by Local Planning Authorities to determine consultation requirements and the need for Flood Risk Assessments. It is a composite dataset from the Environment Agency, last updated in May 2026.
Australian Marine Parks (AMPs) form one of the world’s largest marine park systems. This project delivered science to support the implementation of a marine park management effectiveness system for Parks Australia, including monitoring protocols, updated national-scale spatial datasets, and assessment approaches for emerging industries. Outputs were produced by the NESP Marine and Coastal Hub and the Australian Ocean Data Network, with metadata last updated in June 2026.
178 ± 94 ng/g dw average concentration of Σ16PAHs was measured in 24 surface sediment samples from Qingdao Port. The study by Congbo Xiong, posted in 2026, used PMF and fugacity models to identify four pollution sources and simulate contaminant fate. Sediment was found to be the primary sink, accounting for 72%–85% of the total PAH mass.
Polarization curves (V-I and P-I) for a solid oxide fuel cell stack model tested under four operating conditions. The 22.5 KB dataset, published by Amlak Abaza under a CC-BY-4.0 license, supports the validation of the Puma optimization algorithm against other methods like MPA and GWO. The data was last updated on June 2, 2026.