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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
9,894 datasets
A synthesis of geological research along the south western margin of Australia provides fundamental baseline scientific information. The Australian Ocean Data Network compiled this record in support of regional marine planning. The record is available in HTML and PDF formats.
493,382 children aged 0–10 years were followed for up to 10 years in a population-based retrospective cohort study using electronic health records. The research, authored by Ramon Cohen and shared on figshare, investigates the association between isolated ventricular septal defect and incident celiac disease. Results indicate VSD was not an independent risk factor, while type 1 diabetes mellitus and chromosomal anomalies showed strong associations.
Seasonal chlorophyll-a concentration data derived from MODIS satellite imagery for Australian waters. The dataset contains standard deviation calculations for four austral seasons, spanning from July 2002 to December 2017. It was produced by the Australian Ocean Data Network with support from the National Environmental Science Program.
MODIS Derived Chlorophyll a dataset provides long-term seasonal variation measurements of ocean surface chlorophyll-a concentrations. The data covers the Australian Exclusive Economic Zone and surrounding waters from July 2002 to December 2017, derived from NASA MODIS (Aqua) satellite imagery processed with SeaDAS software. It was produced by the Australian Ocean Data Network with support from the National Environmental Science Program Marine Biodiversity Hub.
Table 1_Efficacy of chitinases from mangrove wetland derived Penicillium oxalicum on powdered chitin.xlsx contains experimental results on chitinase performance. The data, authored by Biaoshi Wang and last updated in March 2026, details the hydrolysis of powdered chitin by an enzyme mixture, achieving approximately 70% hydrolysis within 2 hours at 65°C in a 40-liter reactor.
Mangrove wetland-derived Penicillium oxalicum chitinases were characterized for hydrolyzing chitin substrates. The enzyme mixture achieved approximately 70% hydrolysis of powdered chitin within 2 hours at 65°C under scale-up conditions in 50 L batch reactors. The dataset, authored by Biaoshi Wang and last updated in March 2026, documents this process and its results.
DYJVS - Contract Disclosure Report lists contracts valued over $10,000 (including GST) for the Department of Youth Justice and Victim Support in Queensland, Australia. The data is published by [email protected] under the DHPW Disclosure Guidelines. The dataset was last updated on 2026-04-18.
A document analyzing the potential of brewer's spent grain (BSG) as a sustainable protein source in aquaculture feed. It discusses BSG's protein content (15%–27% of dry matter), antinutritional factors, and processing strategies, and includes a Life Cycle Assessment of hypothetical diets with 10% or 37% BSG. The text document was authored by E. Geremia and uploaded to figshare in March 2026.
A 21.6 KB Excel file by E. Geremia, last updated March 2026, analyzes the potential of brewer's spent grain (BSG) as an alternative protein source in aquaculture feed. It compiles data on BSG's protein content (15%–27% dry matter), antinutritional factors, and environmental impacts from hypothetical diet formulations. The dataset supports research into circular economy applications for the brewing and aquaculture industries.
Geoscience Australia and JAMSTEC have collaborated since 2014 on a proposal for deep scientific drilling in the Zealandia continental fragment. The approved project aims to collect rock cores from several kilometers below the seafloor to study a 100-million-year history. This initiative, managed by the Australian Ocean Data Network, represents the first such drilling in Australia's maritime jurisdiction.
Supporting information published by Xia Lei on figshare in May 2026. The 17.3 MB PDF file likely contains supplementary materials for a research publication, such as detailed methods, extended results, or additional figures. Its content is intended to complement a primary study.
25.7 KB of simulation results comparing achievable data rates in bps/Hz for THz communication systems with and without reconfigurable intelligent surfaces (RIS) and UAV coordination. The dataset supports analysis of the proposed RAVP framework's impact on link robustness and user connectivity. It was authored by M. Rudra Kumar and last updated in March 2026.
Simulation data from a study on enhancing terahertz (THz) communication networks using Reconfigurable Intelligent Surfaces (RIS) and Unmanned Aerial Vehicles (UAVs). The work, by M. Rudra Kumar, proposes a reinforcement learning-based framework for joint RIS configuration and UAV deployment, showing gains in link robustness and data rate. The dataset, last updated in March 2026, is a 34.6 KB ZIP file containing results from this simulation study.
Simulation parameters support research on Terahertz (THz) communication enhanced by reconfigurable intelligent surfaces (RIS) and unmanned aerial vehicles (UAVs). The data, authored by M. Rudra Kumar and shared under CC BY 4.0, models a reinforcement learning-based framework for optimizing RIS configuration and UAV deployment.
Figshare hosts simulation results from a study proposing a RIS-assisted UAV positioning framework to enhance Terahertz communication. The work, by M. Rudra Kumar, demonstrates gains in link robustness and achievable data rate using a reinforcement learning strategy. The dataset is a 124.5 KB ZIP file containing simulation outputs.
Simulation results from a 2026 study propose a RIS-assisted UAV positioning framework to enhance Terahertz communication. The data, shared by M. Rudra Kumar, compares network performance metrics with and without Reconfigurable Intelligent Surfaces.
Simulation data for a proposed TDMA time-slot allocation model within a RIS-assisted UAV positioning framework to enhance Terahertz communications. The dataset, created by M. Rudra Kumar and updated in March 2026, contains results from simulations demonstrating gains in link robustness and achievable data rate.
Figshare hosts simulation results for a proposed RIS-assisted UAV positioning framework to enhance Terahertz communication. The dataset, authored by M. Rudra Kumar, contains files in a 78.0 KB ZIP archive. It supports analysis of link robustness, achievable data rate, and user connectivity gains from coordinated UAV and Reconfigurable Intelligent Surface optimization.
Python scripts used to create figures for a research paper and its supporting information. The code is archived as a 60.0 KB TAR file and was authored by Hojeong Kim. It was last updated on April 24, 2026, and is shared under a CC-BY-4.0 license.
54.3 KB of anonymized data supporting a study's findings, published by Wajdi Amayreh on figshare. The dataset is stored in an XLSX file format and was last updated on April 24, 2026.