cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9bn2ys
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cholornis unicolor"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002979-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18739429
title: Associations between Urban Form and Urban Multifunctionality: A Comparative Study
DOI: 10.5281/zenodo.18739430
title: Associations between Urban Form and Urban Multifunctionality: A Comparative Study
DOI: 10.15468/dl.hjq5nn
title: Occurrence Download

description: A dataset containing 949 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Trachinotus goodei"
 ]
}

 The dataset includes 949 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002980-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f8529
title: Occurrence Download

description: A dataset containing 25169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pyrola chlorantha",
 "Year 1975-2026"
 ]
}

 The dataset includes 25169 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002983-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ss/kucrv2
title: Interview with Michel van de Laar, Amsterdam, 12 January 2026

description: As a part of the Oral History and Artwork Life Stories at the University of Amsterdam, Michel van de Laar, private conservator, was interviewed about the course of his career and his views on the role of the restorer.
description: Interview conducted in the context of the course Oral History and Artwork Life Stories at the University of Amsterdam, an elective as part of the Conservation and Restoration of Cultural Heritage programme.
DOI: 10.15468/dl.u6ngm4
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuctra caprai"
 ]
}

 The dataset includes 29 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002985-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctwb2k
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Malaysia",
 "TaxonKey is Coccinellidae",
 "Year 2021-2025"
 ]
}

 The dataset includes 278 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002986-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dchgqe
title: Occurrence Download

description: A dataset containing 1666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuctra braueri"
 ]
}

 The dataset includes 1666 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002984-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17786888
title: The Ouroborosian Ripple Interaction and Spectral Entropy

description: Branching off from v7.
DOI: 10.15468/dl.4zvkqw
title: Occurrence Download

description: A dataset containing 1271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuctra cingulata"
 ]
}

 The dataset includes 1271 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002987-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgtpyn
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuctra dolasilla"
 ]
}

 The dataset includes 91 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002989-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afxk6k
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuctra elisabethae"
 ]
}

 The dataset includes 97 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002991-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ksgd7
title: Occurrence Download

description: A dataset containing 26334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mesocalanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26334 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002988-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zkrc2p
title: Occurrence Download

description: A dataset containing 521235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Pavo cristatus",
 "Year 2001-2026"
 ]
}

 The dataset includes 521235 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002918-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk63xg
title: Occurrence Download

description: A dataset containing 9807 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)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Chaetodipterus faber"
 ]
}

 The dataset includes 9807 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002990-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.meftea
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuctra festai"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002992-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.11089.39528
title: Survey Questionnaire: Corporate Transparency and Integrated Reporting Assessment (https://forms.gle/mNtTjPk2JBgSgqCw7)
DOI: 10.15468/dl.b4r5ku
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Suthora fulvifrons"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002995-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtxvmh
title: Occurrence Download

description: A dataset containing 7569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuctra geniculata"
 ]
}

 The dataset includes 7569 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002994-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7bnwjf
title: Occurrence Download

description: A dataset containing 156655 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)"
 ]
 }
 },
 "TaxonKey is Scorzonera"
 ]
}

 The dataset includes 156655 records from 1295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002923-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28785887
title: 论文附表

description: 调水工程影响下鳗虾虎鱼<i>Taenioides</i> sp.向北入侵的低温适应机制研究附表
DOI: 10.6084/m9.figshare.28785887.v2
title: 论文附表

description: 调水工程影响下鳗虾虎鱼<i>Taenioides</i> sp.向北入侵的低温适应机制研究附表
DOI: 10.6084/m9.figshare.28785887.v1
title: 论文附表

description: 调水工程影响下须鳗虾虎鱼向北入侵的低温适应机制研究附录
DOI: 10.15468/dl.2dhndm
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxychilus draparnaudi",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 402 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004177-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdsxfv
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxychilus draparnaudi",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 58 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004176-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16068275
title: Aging-Circadian-MR approach

description: Datasets includes processed data for xxx paper.
DOI: 10.15468/dl.f598zr
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxychilus draparnaudi",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004175-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6h8q6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004178-250717081556266/datasets/export for details.
DOI: 10.15468/dl.f76cf3
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Batrachochytrium dendrobatidis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004179-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trc7uc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004180-250717081556266/datasets/export for details.
DOI: 10.15468/dl.b7vj9y
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meloidogyne hapla",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004182-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmwdfw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meloidogyne hapla",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004181-250717081556266/datasets/export for details.
DOI: 10.15468/dl.qdkwn8
title: Occurrence Download

description: A dataset containing 1163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Codium fragile",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1163 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004184-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hdtag
title: Occurrence Download

description: A dataset containing 1018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Codium fragile",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1018 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004183-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2n3k6
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004185-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16033506
title: A Closer Look at the Malicious Pre-Trained Models in the Hugging Face

description: Replication Package of Paper “A Closer Look at the Malicious Pre-Trained Models in the Hugging Face”

# Overview

This project presents a comprehensive empirical study on the security risks posed by malicious pre-trained models (PTMs) in the Hugging Face ecosystem. We construct the largest known dataset of malicious PTMs, comprising 18,195 models, and systematically analyze their prevalence, attack tactics, behavioral characteristics, evasion strategies, detection effectiveness, and lifecycle. Our analysis reveals that malicious PTMs often evade existing detection tools through advanced techniques such as API obfuscation, payload fragmentation, and misuse of auxiliary files. Besides, we find that many malicious models remain publicly accessible for extended periods, accumulating user trust and downloads before being flagged. This replication package contains the datasets, scripts, and analysis tools necessary to reproduce our key findings and support future research on securing the AI model supply chain.

# Directory Structure

├── script/│   ├── dataset_collection.csv        # collect all PTMs from Hugging Face using its API│   ├── dataset_spider.csv            # collect model card, model size, tensor type, and warning messages of PTMs in HF│   ├── dataset_analyze.csv            # the script to analyze dataset in RQ1 to RQ5│   └── feature_extraction.py         # collect and identify malicious PTMs from ProtectAI website├── dataset/│   ├── all_models_api_list_0701.csv  # All PTMs in Hugging Face before June 30, 2025│   ├── all_models_0701_malicious.csv         # Malicious PTMs with unique model names│   ├── sample_dataset_rq3.csv                 # Sample dataset used in RQ3│   ├── sample_models_final_rq4.xlsx          # Sample dataset used in RQ4│   └── all_models_0701_malicious_noduplicate.csv         # All malicious PTMs ├── interviews/│   └── questionnair.pdf         # ├── results/│   ├── category_year_trend.pdf       # │   ├── completeness_model_card.pdf       # │   ├── download_trend_by_category.pdf       # │   ├── like_download_distribution_rq3.pdf       # │   ├── like_trend_by_category.pdf       # │   ├── malicious_like_download_distribution_by_count.pdf       # │   ├── malicious_trend_by_year.pdf       # │   ├── models_per_month_trend.pdf       # │   ├── prediction_by_methods.pdf       # │   ├── category_year_trend.pdf       # │   └── scatter_figure.pdf         # ├── environment.yaml└── README.md                     # 

# Environment & Setup

conda create -n ptm-threat python=3.10conda activate ptm-threat

conda env create -f environment.yaml
DOI: 10.5281/zenodo.16033507
title: A Closer Look at the Malicious Pre-Trained Models in the Hugging Face

description: Replication Package of Paper “A Closer Look at the Malicious Pre-Trained Models in the Hugging Face”

# Overview

This project presents a comprehensive empirical study on the security risks posed by malicious pre-trained models (PTMs) in the Hugging Face ecosystem. We construct the largest known dataset of malicious PTMs, comprising 18,195 models, and systematically analyze their prevalence, attack tactics, behavioral characteristics, evasion strategies, detection effectiveness, and lifecycle. Our analysis reveals that malicious PTMs often evade existing detection tools through advanced techniques such as API obfuscation, payload fragmentation, and misuse of auxiliary files. Besides, we find that many malicious models remain publicly accessible for extended periods, accumulating user trust and downloads before being flagged. This replication package contains the datasets, scripts, and analysis tools necessary to reproduce our key findings and support future research on securing the AI model supply chain.

# Directory Structure

├── script/│   ├── dataset_collection.csv        # collect all PTMs from Hugging Face using its API│   ├── dataset_spider.csv            # collect model card, model size, tensor type, and warning messages of PTMs in HF│   ├── dataset_analyze.csv            # the script to analyze dataset in RQ1 to RQ5│   └── feature_extraction.py         # collect and identify malicious PTMs from ProtectAI website├── dataset/│   ├── all_models_api_list_0701.csv  # All PTMs in Hugging Face before June 30, 2025│   ├── all_models_0701_malicious.csv         # Malicious PTMs with unique model names│   ├── sample_dataset_rq3.csv                 # Sample dataset used in RQ3│   ├── sample_models_final_rq4.xlsx          # Sample dataset used in RQ4│   └── all_models_0701_malicious_noduplicate.csv         # All malicious PTMs ├── interviews/│   └── questionnair.pdf         # ├── results/│   ├── category_year_trend.pdf       # │   ├── completeness_model_card.pdf       # │   ├── download_trend_by_category.pdf       # │   ├── like_download_distribution_rq3.pdf       # │   ├── like_trend_by_category.pdf       # │   ├── malicious_like_download_distribution_by_count.pdf       # │   ├── malicious_trend_by_year.pdf       # │   ├── models_per_month_trend.pdf       # │   ├── prediction_by_methods.pdf       # │   ├── category_year_trend.pdf       # │   └── scatter_figure.pdf         # ├── environment.yaml└── README.md                     # 

# Environment & Setup

conda create -n ptm-threat python=3.10conda activate ptm-threat

conda env create -f environment.yaml
DOI: 10.15468/dl.fdtdw3
title: Occurrence Download

description: A dataset containing 747 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyrodactylus salaris",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 747 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004186-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvscc2
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gyrodactylus salaris",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004187-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29595230
title: Data.xlsx

description: The Attractive Effect of Reviewer Photos on Purchase Decision Making: Evidence from Event-Related Potentials
DOI: 10.6084/m9.figshare.29595230.v1
title: Data.xlsx

description: The Attractive Effect of Reviewer Photos on Purchase Decision Making: Evidence from Event-Related Potentials
DOI: 10.3535/efz-tra-00y
title: Begonia luxurians Scheidw.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/p06-f56-kac
title: Begonia paleata Schott ex A. DC.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.5d94gs
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Codium fragile",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 218 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004189-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7w4ha
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 91 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004190-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.