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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
8,859 datasets
369 survey responses from volunteers in Hubei's University Student Volunteering Program (Rural Revitalization Project), a nationally standardized program initiated in 2022. The data was collected by author Yan Peng and last updated on figshare in May 2026. It examines relationships between training support, public service motivation, job wellbeing, and career retention intentions.
5.5 KB of experimental results comparing a proposed multi-agent game-theory algorithm for ship collision avoidance. The dataset likely contains key performance indicators such as collision rate, COLREGs compliance rate, trajectory smoothness, and average risk, derived from simulations using historical AIS data. It was authored by Tie Xu and last updated on June 3, 2026.
5.5 KB of experimental results from an algorithm combining multi-agent systems and game theory for ship collision avoidance. The dataset, authored by Tie Xu and shared on figshare, likely contains key performance metrics such as collision rate and COLREGs compliance rate. It was last updated on June 3, 2026.
Ship encounter azimuth mapping characteristics likely derived from historical Automatic Identification System (AIS) data. The dataset was created by Tie Xu and published on figshare under a CC-BY-4.0 license. It was last updated on June 3, 2026.
Historical Automatic Identification System (AIS) data used to verify a ship collision avoidance algorithm. The dataset, created by Tie Xu and last updated in June 2026, supports testing of a multi-agent reinforcement learning framework. It likely contains encounter characteristics and inferred risk attitudes derived from AIS data.
A technical report from the Australian Ocean Data Network describes benthic bioregions for 80% of Australia's Exclusive Economic Zone beyond the continental shelf break. It details patterns of biological distributions and physical habitats on the seafloor. The report includes dataset descriptions, bioregion details, and an evaluation of the bioregionalisation's strengths and weaknesses.
Elizabeth Tracy Green's field experiment investigates how nutrient addition amplifies plant disease epidemics. The dataset includes results from an old field experiment on tall fescue (Lolium arundinaceum) and a re-analysis of a previous experiment, totaling 624.7 KB of R, CSV, and text files. Data was last updated on June 1, 2026.
71.63% dw carbohydrate content was the highest recorded for Nostoc sphaericum development in March. Juan Rodolfo Omote-Sibina collected samples from Laguna Chica lake in Catac, Peru, between September 2023 and July 2024, optimizing extraction parameters to yield a product with 93.79% carbohydrates. The study provides a physicochemical and functional baseline for the biopolymer, including FTIR, TGA, and DSC analyses.
The Atlas of Canada's 2024 Wireless Data Network map illustrates the availability of LTE and 5G service across Canada. It includes an inset map showing the percentage of population with 5G access by province and a bar graph tracking the population without 5G access from 2020 to 2024. The map is produced by Natural Resources Canada using data from the Canadian Radio-television and Telecommunications Commission.
A 2019-20 project by the NESP Marine Biodiversity Hub to support Parks Australia in developing a Monitoring, Evaluation, Reporting and Improvement (MERI) system for Australian Marine Parks. The project involved reviewing classifications, conceptual models, and risk assessments, and providing advice on monitoring priorities and indicator selection. No actual data outputs were generated; the record describes project scope and planned engagement activities.
Ovine Amniotic Epithelial Cells (AECs) were profiled using label-free proteomics under basal and LPS-induced inflammatory conditions. The dataset, authored by Giuseppe Prencipe and last updated in June 2026, includes protein enrichment data for 169 immunometabolism and stress signaling proteins within microvesicles. It specifically highlights the role of Amphiregulin (AREG) in mitochondrial vesicle packaging and immune cell delivery.
Anne-Sophie Tareau's dataset contains results from an investigation into the anti-biofilm activity of Stigmurin and six lysine-enriched analogs against Pseudomonas aeruginosa. The data includes physicochemical characterization and measurements of effects on bacterial growth, biofilm development, and disruption of pre-established biofilms under static and dynamic conditions. The dataset was last updated on 2026-05-28.
Nina Reis Soares analyzed the repetitive DNA landscape across 30 genotypes from the "Saccharum complex," including nine Saccharum species and related genera. The dataset, last updated in May 2026, reports repetitive DNA content ranging from 42.5% to 59.7% of the genome, with LTR retrotransposons as the dominant fraction. This work provides an evolutionary framework for understanding polyploid genome dynamics in sugarcane.
10 cohort studies involving 7,702 patients were included in this meta-analysis. The analysis found frailty was significantly associated with a 2.17 times higher odds of postoperative delirium after transcatheter aortic valve replacement. The dataset, a DOCX document by Zhiheng Liu, was last updated on 2026-05-21.
A meta-analysis by Zhiheng Liu, published on figshare in May 2026, synthesizes evidence from 10 cohort studies involving 7,702 patients. The analysis quantifies the association between preprocedural frailty and postoperative delirium following transcatheter aortic valve replacement (TAVR). It reports pooled odds ratios and explores heterogeneity across study subgroups.
Zhiheng Liu's meta-analysis document, last updated May 21, 2026, aggregates findings from 10 cohort studies involving 7,702 patients. It evaluates the association between preprocedural frailty and postoperative delirium following transcatheter aortic valve replacement, reporting pooled odds ratios and subgroup analyses. The document is a 487.9 KB DOCX file shared under a CC-BY-4.0 license on figshare.
30 genotypes from nine Saccharum species, modern cultivars, and related genera were analyzed for repetitive DNA content. The dataset, created by Nina Reis Soares and last updated in May 2026, reports repetitive DNA percentages ranging from 42.5% to 59.7%, with LTR retrotransposons as the dominant fraction.
A study from figshare investigates solvent properties on charge-transfer kinetics for lithium-ion batteries. Electrochemical impedance spectroscopy data for Li1.05Mn1.95O4 thin-film electrodes in electrolytes with water, tetrahydrofuran, and n-dibutyl ether is provided. The supporting information was authored by Taiki SHIBA and last updated in June 2026.
A 6.1 MB supplementary file by Leonardo V. Castorina, last updated in May 2026, provides allele-specific T-cell receptor Vβ gene usage profiles. The data was constructed from population-scale TCRβ repertoires linked to donor HLA genotypes inferred using validated imputation models. It supports analysis of germline-driven constraints on TCR–HLA compatibility.
A 75.2 KB dataset from a 2026 figshare study by Diana López-Ibarra investigating the effects of acute hyperexcitability on adult hippocampal neurogenesis and memory in mice. The study administered low (5 mg/kg) or high (25 mg/kg) doses of kainic acid to mice, recorded EEG, assessed spatial and contextual fear memory, and analyzed adult-born granule cells 32 days post-treatment. Findings reveal seizure severity differentially modulates morphological and synaptic features of new neurons and selectively disrupts spatial memory.