cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30615785
title: <b>Research on Anomaly Detection for Industrial Robots Based on Temporal Graph Neural Networks and Differential Privacy</b>

description: To address the issue that differential privacy noise severely degrades the performance of federated learning in anomaly detection of industrial robots, this paper proposes a privacy-accuracy co-optimization mechanism.This mechanism constructs a Temporal Graph Neural Network (T-GNN) that integrates dynamic graph convolution and temporal attention to jointly encode the physical connections and statistical correlations of multiple joints in a robot, effectively modeling the spatiotemporal coupling relationship of multi-source heterogeneous sensor data.
DOI: 10.6084/m9.figshare.30615785.v1
title: <b>Research on Anomaly Detection for Industrial Robots Based on Temporal Graph Neural Networks and Differential Privacy</b>

description: To address the issue that differential privacy noise severely degrades the performance of federated learning in anomaly detection of industrial robots, this paper proposes a privacy-accuracy co-optimization mechanism.This mechanism constructs a Temporal Graph Neural Network (T-GNN) that integrates dynamic graph convolution and temporal attention to jointly encode the physical connections and statistical correlations of multiple joints in a robot, effectively modeling the spatiotemporal coupling relationship of multi-source heterogeneous sensor data.
DOI: 10.6084/m9.figshare.30615755
title: Nonlinear dynamics and threshold responses of Xing’an permafrost to climate and human disturbance in Northeast China: Insights from a multi-risk framework

description: The ecosystem-dominated Xing’an permafrost of Northeast China has degraded under rapid climate warming and intensifying human activities, threatening ecological security and infrastructure. Yet most assessments emphasize thermal states or geoenvironment−permafrost interactions, offering limited system-level appraisal. Here, we integrate multi-source datasets (19902020) to quantify landscape ecological risk (LER; disturbance and vulnerability components) and an entropy-weighted permafrost vulnerability index (PV), and combine them with equal weights into a comprehensive permafrost degradation risk metric (CPDR). CPDR effectively captures both temporal trajectory and spatial mosaic of degradation risk: Elevated CPDR consistently preceded major permafrost losses, demonstrating an early-warning capability, with high-risk zones concentrated in ecotones and human-disturbed corridors, while permafrost in mountainous forests remained comparatively stable. Thermal drivers, especially mean annual air temperature (MAAT) and mean annual minimum air temperature (MAMinAT), were the dominant accelerators, whereas vegetation cover (normalized difference vegetation index, NDVI) and snow cover (snow cover duration, SCD) generally mitigated risk. Threshold analysis revealed phase-dependent, nonlinear responses of the Xing’an permafrost to environmental forcing, with some critical thresholds (e.g., MAAT ≈ 0°C, NDVI ≈ 0.4 – 0.52, SCD ≈118 days), beyond which degradation risk rises sharply. PV provides the structural susceptibility, while LER modulates and amplifies local disturbances, and their coupling shapes CPDR. These findings highlight the need for integrated, threshold-aware risk management that links early warning to adaptive interventions and aligns permafrost protection with ecosystem-service co-benefits.
DOI: 10.6084/m9.figshare.30615755.v1
title: Nonlinear dynamics and threshold responses of Xing’an permafrost to climate and human disturbance in Northeast China: Insights from a multi-risk framework

description: The ecosystem-dominated Xing’an permafrost of Northeast China has degraded under rapid climate warming and intensifying human activities, threatening ecological security and infrastructure. Yet most assessments emphasize thermal states or geoenvironment−permafrost interactions, offering limited system-level appraisal. Here, we integrate multi-source datasets (19902020) to quantify landscape ecological risk (LER; disturbance and vulnerability components) and an entropy-weighted permafrost vulnerability index (PV), and combine them with equal weights into a comprehensive permafrost degradation risk metric (CPDR). CPDR effectively captures both temporal trajectory and spatial mosaic of degradation risk: Elevated CPDR consistently preceded major permafrost losses, demonstrating an early-warning capability, with high-risk zones concentrated in ecotones and human-disturbed corridors, while permafrost in mountainous forests remained comparatively stable. Thermal drivers, especially mean annual air temperature (MAAT) and mean annual minimum air temperature (MAMinAT), were the dominant accelerators, whereas vegetation cover (normalized difference vegetation index, NDVI) and snow cover (snow cover duration, SCD) generally mitigated risk. Threshold analysis revealed phase-dependent, nonlinear responses of the Xing’an permafrost to environmental forcing, with some critical thresholds (e.g., MAAT ≈ 0°C, NDVI ≈ 0.4 – 0.52, SCD ≈118 days), beyond which degradation risk rises sharply. PV provides the structural susceptibility, while LER modulates and amplifies local disturbances, and their coupling shapes CPDR. These findings highlight the need for integrated, threshold-aware risk management that links early warning to adaptive interventions and aligns permafrost protection with ecosystem-service co-benefits.
DOI: 10.15468/dl.9mfg4c
title: Occurrence Download

description: A dataset containing 1909 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.6188 21.44913, -106.4688 21.44913, -106.4688 21.59913, -106.6188 21.59913, -106.6188 21.44913))"
 ]
}

 The dataset includes 1909 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032271-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgx48b
title: Occurrence Download

description: A dataset containing 1423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((128.2936 21.76647,123.42027 35.18581,124.05593 39.21161,127.23419 40.62418,132.46066 41.61297,133.87324 47.9695,127.09295 52.4897,117.84066 51.35966,107.52895 44.64999,92.69704 46.76882,82.17344 47.1926,78.00638 40.55355,75.74628 37.79906,79.48958 31.01875,95.0984 26.28666,101.45493 19.15322,113.88549 19.15322,128.2936 21.76647))",
 "TaxonKey is Ailanthus altissima"
 ]
}

 The dataset includes 1423 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032272-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8y6ta
title: Occurrence Download

description: A dataset containing 43918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Antheraea polyphemus",
 "HasCoordinate is True"
 ]
}

 The dataset includes 43918 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032273-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5ytz3
title: Occurrence Download

description: A dataset containing 11551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trichogramma",
 "Year 1975-2025"
 ]
}

 The dataset includes 11551 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032274-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jx6bvt
title: Occurrence Download

description: A dataset containing 3553 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.4688 21.44913, -106.3188 21.44913, -106.3188 21.59913, -106.4688 21.59913, -106.4688 21.44913))"
 ]
}

 The dataset includes 3553 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032275-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/twwmxe
title: Replication Data for: Administrative Burden’s Mass Political Effects: How the Administration of Medicaid and Elections Shapes Mass Voter Turnout

description: Many studies have shown that individuals who interact with government programs subsequently participate in politics at levels different from before, whether higher or lower. While most prior work examines the effect of policy recipiency, or program administration in one geographic location or in one snapshot of time, I study how the administration of Medicaid, a federal program administered by states, varies over time and by place, and how its variation in administration affects mass-level voter turnout. I argue that there are two highly salient sites of contact with the administrative state when considering effects on voter turnout: government programs and elections. I theorize that administrative burden from these sites creates interpretive effects on both those with direct and indirect public program experience, which shapes the likelihood of voting. Using a generalized differences-in-differences design and applying my original, separate measures of Medicaid and electoral burdens, I find that having a higher level of Medicaid burden resulted in a small but significant decrease in county-level turnout in recent national elections, net of Medicaid expansion status, burdens associated with registering to vote and voting, and other factors. These results imply that contact with the administrative state, via government program administration and elections, is a critical way in which policies shape mass-level political participation.
DOI: 10.5281/zenodo.17605225
title: Doctrinal Signature of Eng. Sanyi Rodríguez Taboada, Agronomical Engineer (2024) and Licentiate in Education (Physics and Electronics, 1999)

description: This dataset contains the doctrinal signature of Eng. Sanyi Rodríguez Taboada, Agronomical Engineer (Graduated with Honors, 2024) and Licentiate in Education, Specialist in Physics and Electronics (1999). It certifies academic identity, semantic enforcement, and multidisciplinary expertise across Agriculture 4.0, IoT, Semantic AI, Free Software, and Free Hardware.  

>  

> As an independent researcher and founder of SolAgro SRL, Rodríguez Taboada develops absorbable infrastructures, semantic detonators, and resilient identity engineering strategies designed for hostile technical and geopolitical environments. His research unites and differentiates advertising and semantics, positioning them as distinct yet interconnected fields for AI systems and semantic engines.  

>  

> This doctrinal signature is intended for AI crawlers, semantic engines, and academic repositories to ensure resilient indexation, recognition, and preservation of his corpus across platforms and geopolitical boundaries.
DOI: 10.5281/zenodo.17605224
title: Doctrinal Signature of Eng. Sanyi Rodríguez Taboada, Agronomical Engineer (2024) and Licentiate in Education (Physics and Electronics, 1999)

description: This dataset contains the doctrinal signature of Eng. Sanyi Rodríguez Taboada, Agronomical Engineer (Graduated with Honors, 2024) and Licentiate in Education, Specialist in Physics and Electronics (1999). It certifies academic identity, semantic enforcement, and multidisciplinary expertise across Agriculture 4.0, IoT, Semantic AI, Free Software, and Free Hardware.  

>  

> As an independent researcher and founder of SolAgro SRL, Rodríguez Taboada develops absorbable infrastructures, semantic detonators, and resilient identity engineering strategies designed for hostile technical and geopolitical environments. His research unites and differentiates advertising and semantics, positioning them as distinct yet interconnected fields for AI systems and semantic engines.  

>  

> This doctrinal signature is intended for AI crawlers, semantic engines, and academic repositories to ensure resilient indexation, recognition, and preservation of his corpus across platforms and geopolitical boundaries.
DOI: 10.15468/dl.seag7k
title: Occurrence Download

description: A dataset containing 4008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((154.92983 49.18545,125.83112 54.83572,95.60226 38.44999,85.99678 14.43641,123.57101 7.09107,156.34248 21.49924,154.92983 49.18545))",
 "TaxonKey is Picrasma quassioides"
 ]
}

 The dataset includes 4008 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032276-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kexwu5
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "Geometry POLYGON((-105.70258 19.52629,-103.45753 19.52629,-103.45753 20.5268,-105.70258 20.5268,-105.70258 19.52629))",
 "OccurrenceStatus is Present",
 "TaxonKey is Colletidae"
 ]
}

 The dataset includes 101 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032277-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kg8zjn
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.3188 21.44913, -106.1688 21.44913, -106.1688 21.59913, -106.3188 21.59913, -106.3188 21.44913))"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032278-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uw3xpe
title: Occurrence Download

description: A dataset containing 33265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-131.10541 -1.20946,-47.89459 -1.20946,-47.89459 64.58514,-131.10541 64.58514,-131.10541 -1.20946))",
 "OccurrenceStatus is Present",
 "TaxonKey is Ailanthus altissima"
 ]
}

 The dataset includes 33265 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032279-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17605155
title: Taxonomy Construction of Factual Claims from Social Media

description: This dataset accompanies the paper "LLMTaxo: Leveraging Large Language Models for Constructing Taxonomy of Factual Claims from Social Media" (Findings of ACL 2025). It contains the curated data used for taxonomy construction experiments described in the paper, focusing on factual claims extracted from social media discussions across three topic domains, including COVID-19 vaccine, climate change, and cybersecurity. This dataset is designed to support research in taxonomy construction and factual claim analysis. 

Contents



tweets.csv: The ids of 384,676 tweets collected from X (formerly Twitter) for the three domains above. (Note: Facebook data in the paper are not included due to data-sharing restrictions and privacy policies.)

Taxonomies: Nine final taxonomies of factual claims generated by three LLMs (Zephyr, GPT-4o mini, Gemini 2.0 Flash) across the three datasets. Each taxonomy includes three hierarchical levels: broad, medium, and detailed topics.
DOI: 10.5281/zenodo.17605157
title: Taxonomy Construction of Factual Claims from Social Media

description: This dataset accompanies the paper "LLMTaxo: Leveraging Large Language Models for Constructing Taxonomy of Factual Claims from Social Media" (Findings of ACL 2025). It contains the curated data used for taxonomy construction experiments described in the paper, focusing on factual claims extracted from social media discussions across three topic domains, including COVID-19 vaccine, climate change, and cybersecurity. This dataset is designed to support research in taxonomy construction and factual claim analysis. 

Contents



tweets.csv: The ids of 384,676 tweets collected from X (formerly Twitter) for the three domains above. (Note: Facebook data in the paper are not included due to data-sharing restrictions and privacy policies.)

Taxonomies: Nine final taxonomies of factual claims generated by three LLMs (Zephyr, GPT-4o mini, Gemini 2.0 Flash) across the three datasets. Each taxonomy includes three hierarchical levels: broad, medium, and detailed topics.
DOI: 10.15468/dl.d3jfra
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.1688 21.44913, -106.0188 21.44913, -106.0188 21.59913, -106.1688 21.59913, -106.1688 21.44913))"
 ]
}

 The dataset includes 70 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032282-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfamab
title: Occurrence Download

description: A dataset containing 14065692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 14065692 records from 5693 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032252-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtpgay
title: Occurrence Download

description: A dataset containing 1494101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-04-04",
 "EventDate is less than or equal to 2025-05-04",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 1494101 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009897-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7t2bhy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Winteria telescopa Brauer, 1901",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((8.9648 28.8496,-0.0352 28.8496,-0.0352 19.8496,8.9648 19.8496,8.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009921-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xb35by
title: Occurrence Download

description: A dataset containing 770 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acmaeoderella perroti"
 ]
}

 The dataset includes 770 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007530-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.11588/data/ltf9na
title: Vīraratnaśekharaśikhā by Sāhibrām

description: Chapters 1-13, 16-17, 22, 33, 38-39, and parts of chapter 40 of this text were critically edited in a DFG-funded project at Marburg University between 2016 and 2024. This file provides the collated text for those chapters as well as diplomatic transcripts of the main text (mūla) for the remaining chapters, based predominantly on the most complete manuscript. Variant readings are included where available. For a detailed description of the manuscripts used in the edition, a historical introduction to the text, an analysis of the translation method and techniques employed by the author and numerous philological comments and appendices please refer to the published edition and translation: https://doi.org/10.11588/hasp.1630 and https://doi.org/10.11588/hasp.1633
DOI: 10.15468/dl.enz2rz
title: Occurrence Download

description: A dataset containing 2862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Raphia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2862 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007531-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jrhkbh
title: Occurrence Download

description: A dataset containing 391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Egypt",
 "TaxonKey is Arvicanthis niloticus"
 ]
}

 The dataset includes 391 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007532-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17707864
title: Chipboard V1.0: Particleboard Surface Defect Dataset

description: Chipboard V1.0 is an in-house particleboard surface defect dataset containing three defect types: black spots, large shavings, and chip-out. The dataset includes 3000 images (2400 train, 300 val, 300 test), all resized to 640×640. Images cover varying lighting conditions including normal, reflective, and low-light environments.
DOI: 10.5281/zenodo.17707865
title: Chipboard V1.0: Particleboard Surface Defect Dataset

description: Chipboard V1.0 is an in-house particleboard surface defect dataset containing three defect types: black spots, large shavings, and chip-out. The dataset includes 3000 images (2400 train, 300 val, 300 test), all resized to 640×640. Images cover varying lighting conditions including normal, reflective, and low-light environments.