cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/s9dx-5s94
title: "Graph-Augmented MAPPO: Dynamic Topology-Aware Task Offloading Optimization in Edge Computing's  data"

description: "In multi-access edge computing (MEC) environments, joint optimization of task offloading and resource allocation is challenging due to dynamic topologies, limited resources, and network heterogeneity. This letter proposes a Graph-Augmented Multi-Agent Proximal Policy Optimization (GA-MAPPO) framework under a centralized training and decentralized execution (CTDE) paradigm. A Master\u2013Agent cooperative architecture integrates a Graph Attention Network (GAT) to model dynamic connectivity and resource variations. The method employs a hybrid action space for unified optimization of offloading and resource allocation. Extensive simulations with real-world mobility and workload traces show that GA-MAPPO outperforms representative baselines in task completion rate, energy efficiency, latency, and training stability, demonstrating its effectiveness and practical potential in dynamic MEC and Internet of Vehicles (IoV) scenarios."
DOI: 10.5281/zenodo.18180978
title: Competing magnetic anisotropy and domain-wall density for optimizing magnetization-induced water-oxidation enhancement

description: Data for paper "Anke Yu, Durgesh Kumar, Zizhao Gong, Leonhard Tannesia, Hasibur Rahaman, Pengfei Song, Tianze Wu, Ramu Maddu, Pinkesh Kumar Mishra, Xiao Renshaw Wang, S. N. Piramanayagam, and Zhichuan J. Xu, Competing magnetic anisotropy and domain-wall density for optimizing magnetization-induced water-oxidation enhancement, Phys. Rev. Lett. 2026, DOI: https://doi.org/10.1103/bdr5-bg1j".
DOI: 10.5281/zenodo.18180979
title: Competing magnetic anisotropy and domain-wall density for optimizing magnetization-induced water-oxidation enhancement

description: Data for paper "Anke Yu, Durgesh Kumar, Zizhao Gong, Leonhard Tannesia, Hasibur Rahaman, Pengfei Song, Tianze Wu, Ramu Maddu, Pinkesh Kumar Mishra, Xiao Renshaw Wang, S. N. Piramanayagam, and Zhichuan J. Xu, Competing magnetic anisotropy and domain-wall density for optimizing magnetization-induced water-oxidation enhancement, Phys. Rev. Lett. 2026, DOI: https://doi.org/10.1103/bdr5-bg1j".
DOI: 10.25909/31343248
title: Supplementary data table for Genetic impacts of Neolithic settlement on Indigenous foragers in Sulawesi

description: This is the supplementary data table for the initial Genetic impacts of Neolithic settlement on Indigenous foragers in Sulawesi manuscript submission
DOI: 10.25909/31343248.v1
title: Supplementary data table for Genetic impacts of Neolithic settlement on Indigenous foragers in Sulawesi

description: This is the supplementary data table for the initial Genetic impacts of Neolithic settlement on Indigenous foragers in Sulawesi manuscript submission
DOI: 10.25909/31343248.v2
title: Supplementary data table for Genetic impacts of Neolithic settlement on Indigenous foragers in Sulawesi

description: This is the supplementary data table for the initial Genetic impacts of Neolithic settlement on Indigenous foragers in Sulawesi manuscript submission
DOI: 10.5281/zenodo.18677712
title: COVID-19-Todesfälle in Deutschland

description: Im Datensatz "COVID-19-Todesfälle in Deutschland" des Robert Koch-Instituts werden täglich aktualisierte Informationen zu COVID-19-bedingten Todesfällen in Deutschland bereitgestellt. Die Datenerhebung erfolgt im Rahmen des Infektionsschutzgesetzes (IfSG). Der Datensatz umfasst aggregierte Todesfallzahlen nach Berichtsdatum, Altersgruppen und Bundesländern und wird ergänzt durch den Fall-Verstorbenen-Anteil. Der Datensatz ermöglicht fundierte Analysen zur Bewertung der Krankheitsschwere und Verbreitung von COVID-19 in Deutschland.
DOI: 10.5281/zenodo.18671265
title: Multicriteria evaluation of yield, precocity, and stability in Sweet Potato (Ipomoea batatas L.) across contrasting environments

description: This deposit provides the curated datasets underlying the analyses of a multi-environment sweet potato field trial conducted in Côte d’Ivoire. It includes (i) a publication-ready table of plot-level agronomic observations and derived traits used in the manuscript, and (ii) an environment metadata table describing the geographic coordinates and elevation of each site and the site × year environments. The agronomic dataset contains genotype performance measured at multiple harvest dates within each environment, including the number of productive plants (NPP), the number of marketable storage roots (NMSR; ≥200 g), fresh weights of marketable and total roots (FWMR, FWTR), and total yield (TY, t ha⁻¹). In addition, it provides the two derived variables used in the article: marketable yield (Y, t ha⁻¹) and the precocity index (PI), computed from FWMR/FWTR and TY as described in the Methods. The metadata table reports site name, year, country, latitude/longitude (decimal degrees), and altitude (m), enabling spatial contextualization and linkage with external climate or soil sources. Together, these files allow full reproduction of the manuscript’s data processing steps (filtering, trait derivation) and support re-use for genotype × environment analyses, stability assessment, and multi-criteria varietal recommendation workflows.
DOI: 10.5281/zenodo.18677713
title: 7-Tage-Inzidenz der COVID-19-Fälle in Deutschland

description: Im Datensatz "7-Tage-Inzidenz der COVID-19-Fälle in Deutschland" des Robert Koch-Instituts werden die täglich aktualisierten COVID-19-Inzidenzen auf Bundes-, Landes- und Landkreisebene basierend auf den Meldungen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Die 7-Tage-Inzidenz wird definiert als Anzahl gemeldeter Fälle der letzten sieben Tage pro 100.000 Einwohner:innen und differenziert nach Altersgruppen und Regionen. Die Datenverarbeitung erfolgt vollständig elektronisch über das Deutsche Elektronische Melde- und Informationssystem (DEMIS).
DOI: 10.5281/zenodo.18671264
title: Multicriteria evaluation of yield, precocity, and stability in Sweet Potato (Ipomoea batatas L.) across contrasting environments

description: This deposit provides the curated datasets underlying the analyses of a multi-environment sweet potato field trial conducted in Côte d’Ivoire. It includes (i) a publication-ready table of plot-level agronomic observations and derived traits used in the manuscript, and (ii) an environment metadata table describing the geographic coordinates and elevation of each site and the site × year environments. The agronomic dataset contains genotype performance measured at multiple harvest dates within each environment, including the number of productive plants (NPP), the number of marketable storage roots (NMSR; ≥200 g), fresh weights of marketable and total roots (FWMR, FWTR), and total yield (TY, t ha⁻¹). In addition, it provides the two derived variables used in the article: marketable yield (Y, t ha⁻¹) and the precocity index (PI), computed from FWMR/FWTR and TY as described in the Methods. The metadata table reports site name, year, country, latitude/longitude (decimal degrees), and altitude (m), enabling spatial contextualization and linkage with external climate or soil sources. Together, these files allow full reproduction of the manuscript’s data processing steps (filtering, trait derivation) and support re-use for genotype × environment analyses, stability assessment, and multi-criteria varietal recommendation workflows.
DOI: 10.15468/dl.zphvxq
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Rafetus euphraticus, Rafetus euphraticus)"
 ]
}

 The dataset includes 60 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026630-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2tvbj
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limnonectes cintalubang"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026633-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4w4c5u
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limnonectes coffeatus"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026634-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mz4n33
title: Occurrence Download

description: A dataset containing 47479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceratopsyche",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 47479 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026632-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18677382
title: Supplementary data for: Oktoalethis neptunus n. gen., n. sp. (Cephalopoda: Idiosepiidae)

description: This record contains supplementary materials associated with the manuscript:

Sato N. et al. A new pygmy squid, Oktoalethis neptunus n. gen., n. sp. (Cephalopoda: Idiosepiidae) from offshore waters of Okinawa Island, Japan.

Supplementary files include:

Supplementary Table S1. Morphological measurements and specimen data.

Supplementary Video S1. Swimming behaviour of Oktoalethis neptunus n. gen., n. sp.

Supplementary Video S2. Close-up view of locomotion and body posture.

These materials are provided to support the findings of the manuscript submitted to Zootaxa.
DOI: 10.5281/zenodo.18677383
title: Supplementary data for: Oktoalethis neptunus n. gen., n. sp. (Cephalopoda: Idiosepiidae)

description: This record contains supplementary materials associated with the manuscript:

Sato N. et al. A new pygmy squid, Oktoalethis neptunus n. gen., n. sp. (Cephalopoda: Idiosepiidae) from offshore waters of Okinawa Island, Japan.

Supplementary files include:

Supplementary Table S1. Morphological measurements and specimen data.

Supplementary Video S1. Swimming behaviour of Oktoalethis neptunus n. gen., n. sp.

Supplementary Video S2. Close-up view of locomotion and body posture.

These materials are provided to support the findings of the manuscript submitted to Zootaxa.
DOI: 10.15468/dl.ft8kqw
title: Occurrence Download

description: A dataset listing the 12 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aligena"
 ]
}

 The dataset's 12 records were derived from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026607-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82xgzh
title: Occurrence Download

description: A dataset containing 1432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Sclerolaena eriacantha"
 ]
}

 The dataset includes 1432 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026635-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwgpmf
title: Occurrence Download

description: A dataset listing the 1670 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Estudio florístico, ecológico y etnobotánico, en el área natural protegida \"Tenancingo-Malinalco-Zumpahuacan\", Estado de México"
 ]
}

 The dataset's 1670 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026628-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.34njy2
title: Occurrence Download

description: A dataset containing 46831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthopagrus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 46831 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026636-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3kqjb
title: Occurrence Download

description: A dataset containing 517 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Sclerolaena glabra"
 ]
}

 The dataset includes 517 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026637-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14875259
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.yj9mnh
title: Occurrence Download

description: A dataset containing 13159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haplochromis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13159 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026638-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.10130.11207
title: MATLAB Code for "A Deep Learning-Enhanced Ensemble Smoother for Non-Gaussian Hydrological Data Assimilation Without Relying on Innovation Vectors"
DOI: 10.15468/dl.6hdqcn
title: Occurrence Download

description: A dataset containing 76692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aglaiocercus kingii",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "HasCoordinate is true"
 ]
}

 The dataset includes 76692 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026605-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m459tz
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Papua New Guinea",
 "OccurrenceStatus is Present",
 "TaxonKey is Potamosilurus coatesi"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026639-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4jd3h
title: Occurrence Download

description: A dataset containing 1017 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Scleropogon brevifolius"
 ]
}

 The dataset includes 1017 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026641-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4eqafz
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limnonectes diuatus"
 ]
}

 The dataset includes 108 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026640-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14875272
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.yd8jp7
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Papua New Guinea",
 "OccurrenceStatus is Present",
 "TaxonKey is Pomacentrus colini"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026642-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cm46r4
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limnonectes conspicillatus"
 ]
}

 The dataset includes 186 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026643-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4nys3
title: Occurrence Download

description: A dataset containing 9737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Akletos melanoceps",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9737 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026645-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18676955
title: Dataset and Code for Real-Time Industrial Lightweight Surface Defect Detection on Chemical Fiber Yarn Cakes

description: This repository contains the source code and partial benchmark dataset associated with the paper entitled Real-Time Application of Industrial-Grade Lightweight Algorithm for Surface Defect Detection in Chemical Fiber Yarn Cakes.此代码库包含与题为《用于化学纤维纱线卷表面缺陷检测的工业级轻量级算法的实时应用》的论文相关的源代码和部分基准数据集。

 

This work focuses on industrial deployment and edge deployment of surface defect detection for chemical fiber yarn cakes. We propose a highly simplified model quantization mechanism, a novel model construction strategy, and an improved training pipeline. The framework includes automated detection head search, structure recombination, model update, as well as model pruning and quantization, achieving efficient and real-time inference on edge devices.这项工作专注于化学纤维纱线卷表面缺陷检测的工业部署和边缘部署。我们提出了一种高度简化的模型量化机制、一种新颖的模型构建策略以及一种改进的训练流程。该框架包括自动检测头搜索、结构重组、模型更新以及模型剪枝和量化,从而在边缘设备上实现了高效且实时的推理。

 

In addition, we design an integrated posture adjustment device for chemical fiber yarn cakes and build a dedicated dataset for industrial defect detection. To balance open research and laboratory asset management, a representative subset of the dataset is provided, which is sufficient for preliminary training, validation, and further research.此外,我们为化纤纱线卷设计了一种集成式姿态调整装置,并构建了一个用于工业缺陷检测的专用数据集。为了平衡开放研究与实验室资产管理,提供了数据集的一个具有代表性的子集,该子集足以用于初步训练、验证和进一步研究。

 

The released code implements the proposed lightweight network, quantization scheme, and inference pipeline for real-time industrial defect detection. Researchers can use this code and partial dataset for reproduction and further development.已发布的代码实现了所提出的轻量级网络、量化方案以及用于实时工业缺陷检测的推理流程。研究人员可以使用此代码和部分数据集进行复现和进一步开发。
DOI: 10.5281/zenodo.18676954
title: Dataset and Code for Real-Time Industrial Lightweight Surface Defect Detection on Chemical Fiber Yarn Cakes

description: This repository contains the source code and partial benchmark dataset associated with the paper entitled Real-Time Application of Industrial-Grade Lightweight Algorithm for Surface Defect Detection in Chemical Fiber Yarn Cakes.此代码库包含与题为《用于化学纤维纱线卷表面缺陷检测的工业级轻量级算法的实时应用》的论文相关的源代码和部分基准数据集。

 

This work focuses on industrial deployment and edge deployment of surface defect detection for chemical fiber yarn cakes. We propose a highly simplified model quantization mechanism, a novel model construction strategy, and an improved training pipeline. The framework includes automated detection head search, structure recombination, model update, as well as model pruning and quantization, achieving efficient and real-time inference on edge devices.这项工作专注于化学纤维纱线卷表面缺陷检测的工业部署和边缘部署。我们提出了一种高度简化的模型量化机制、一种新颖的模型构建策略以及一种改进的训练流程。该框架包括自动检测头搜索、结构重组、模型更新以及模型剪枝和量化,从而在边缘设备上实现了高效且实时的推理。

 

In addition, we design an integrated posture adjustment device for chemical fiber yarn cakes and build a dedicated dataset for industrial defect detection. To balance open research and laboratory asset management, a representative subset of the dataset is provided, which is sufficient for preliminary training, validation, and further research.此外,我们为化纤纱线卷设计了一种集成式姿态调整装置,并构建了一个用于工业缺陷检测的专用数据集。为了平衡开放研究与实验室资产管理,提供了数据集的一个具有代表性的子集,该子集足以用于初步训练、验证和进一步研究。

 

The released code implements the proposed lightweight network, quantization scheme, and inference pipeline for real-time industrial defect detection. Researchers can use this code and partial dataset for reproduction and further development.已发布的代码实现了所提出的轻量级网络、量化方案以及用于实时工业缺陷检测的推理流程。研究人员可以使用此代码和部分数据集进行复现和进一步开发。
DOI: 10.15468/dl.ytf5na
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Scutellaria viscidula"
 ]
}

 The dataset includes 91 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026646-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.743q7b
title: Occurrence Download

description: A dataset containing 51035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plectroglyphidodon",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51035 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026616-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbutnf
title: Occurrence Download

description: A dataset containing 17412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alopochelidon fucata",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17412 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026647-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.