cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18439967
title: VFF: Precise Identification of Firmware Validator Functions Based on Basic Block Layout Patterns and LLM-based Semantic Validation

description: Internet of Things (IoT) devices are becoming increasingly ubiquitous, and taint-style vulnerabilities in firmware, such as command injection and buffer overflows, have emerged as serious security threats. Static analysis is a primary technique for detecting such vulnerabilities. Existing advanced static analysis tools, such as OctopusTaint, rely on the recovery of branch conditions, backward tracking over Data Dependency Graphs (DDGs), and fixed whitelists to identify validator functions. This reliance may cause structurally complex or irregularly named validator functions to be missed, leading protected data flow paths to be incorrectly reported as dangerous data flow paths, thereby increasing false positives. Moreover, due to the lack of secondary semantic confirmation of whether validator functions are truly effective, these tools may also mistakenly regard unprotected and exploitable data flow paths as safe, which substantially increases the risk of false negatives. To address these limitations, we propose the Validator Function Finder (VFF), an enhancement module for firmware vulnerability detection that more accurately identifies validation logic along sensitive data flow paths and confirms its effectiveness. To mitigate validator function under-identification, VFF first employs heuristic rules based on Basic Block Layout Patterns to locate additional candidate validator functions. In addition, it integrates LLM-based semantic analysis of decompiled function implementations to overcome the constraints of traditional fixed whitelists and improve coverage of vendor-specific validator functions. To prevent unprotected and dangerous data flow paths from being mistakenly classified as safe, VFF additionally introduces an LLM-based secondary semantic verification strategy that re-validates the inferred protection of data flow paths. Our evaluation on a dataset of 24 real-world firmware images from five major vendors demonstrates that, compared with the state-of-the-art tool OctopusTaint, VFF leverages Basic Block Layout Patterns to identify 46 additional data flow paths processed by previously unrecognized validator functions, and further discovers 649 data flow paths handled by validator functions beyond the predefined whitelist through semantic inference. Experimental results show that VFF substantially improves the recall of identifying validator-protected data flow paths from 27.5% in OctopusTaint to 85.0%, while reducing the false negative rate of vulnerability detection from 11.96% to 8.70%, thereby alleviating manual analysis effort and enhancing overall detection reliability.
DOI: 10.15468/dl.u2w3n9
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gloydius monticola"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004003-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ye6sc9
title: Occurrence Download

description: A dataset containing 19520993 records in GBIF matching the query:
SELECT 
 "gbifid", "taxonkey", "phylum", "class", "order", "eventdate", "datasetkey", "countrycode", "stateprovince", "decimallongitude", "decimallatitude" 
FROM occurrence 
WHERE 
 ("hasgeospatialissues" = 'false') AND 
 ("hascoordinate" = 'true') AND 
 ("occurrencestatus" = 'PRESENT') AND 
 NOT("basisofrecord" IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')) AND 
 ("decimallatitude" &gt;= 34) AND 
 ("decimallatitude" &lt; 91) AND 
 ("decimallongitude" &gt;= -87) AND 
 ("decimallongitude" &lt; -86) AND 
 ("year" &lt;= 2025)

 The dataset's 19520993 records were derived from 827 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003983-260129131611470/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/12042470
title: Egypt Gold Prices | Daily Updated
DOI: 10.15468/dl.g4jgx7
title: Occurrence Download

description: A dataset containing 43622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Nocardioides Prauser, 1976"
 ]
}

 The dataset includes 43622 records from 475 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017048-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15581099
title: Hierarchical Grocery Store Dataset (Segmentation Masks)

description: This dataset is comprised of binary segmentation masks for each of the images present in Klaason's original grocery store dataset published in 2019. 

 

Link to Original Dataset - https://github.com/marcusklasson/GroceryStoreDataset
DOI: 10.5281/zenodo.15581100
title: Hierarchical Grocery Store Dataset (Segmentation Masks)

description: This dataset is comprised of binary segmentation masks for each of the images present in Klaason's original grocery store dataset published in 2019. 

 

Link to Original Dataset - https://github.com/marcusklasson/GroceryStoreDataset
DOI: 10.15468/dl.u6yeqd
title: Occurrence Download

description: A dataset containing 2750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphausia superba Dana, 1850",
 "Year 2000-2025"
 ]
}

 The dataset includes 2750 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017051-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2uy6c
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017050-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3v98kw
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-100.52223 25.70509,-100.50859 25.70503,-100.48656 25.70509,-100.48656 25.7208,-100.52223 25.7208,-100.52223 25.70509))",
 "OccurrenceStatus is Present",
 "StateProvince is Nuevo León"
 ]
}

 The dataset includes 48 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017052-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfj2x5
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017053-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/o0oxed
title: PDB - 6AL5: COMPLEX BETWEEN CD19 and B43 FAB (311K, 38°C, 100 ns): compressed XTC files

description: PDB - 6AL5: COMPLEX BETWEEN CD19 and B43 FAB (311K, 38°C, 100 ns): compressed XTC files
DOI: 10.15468/dl.55f7wc
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.15_1",
 "TaxonKey is Ciconia boyciana Swinhoe, 1873"
 ]
}

 The dataset includes 240 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017054-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hsw2x3
title: Occurrence Download

description: A dataset containing 588510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Branta bernicla (Linnaeus, 1758))",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 588510 records from 405 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017046-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngvg4m
title: Occurrence Download

description: A dataset containing 2385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vultur gryphus",
 "Year 2020-2026"
 ]
}

 The dataset includes 2385 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011575-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/gqb8-n554
title: "A Deep Learning Based Adaptive Regularization Framework for Geoelectrical Inversion"

description: "we propose an adaptive regularized inversion framework that integrates a deep-learning-based regularization network with an imaging enhancement network to mitigate resolution loss caused by electromagnetic diffusion"
DOI: 10.13140/rg.2.2.24359.61600
title: Supplementary Data for the Submitted Manuscript - Alignment of Mining Sustainable Development Goal Assessment with Geoconservation in the Seridó UNESCO Global Geopark, Northeast Brazil (Submitted to the Geoheritage Journal)
DOI: 10.15468/dl.gpu6fs
title: Occurrence Download

description: A dataset containing 14711 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Adinetidae, Brachionidae, Gastropodidae, Dicranophoridae, Asplanchnidae, Euchlanidae, Proalidae, Notommatidae, Philodinidae, Collothecidae, Lepadellidae, Conochilidae, Trichocercidae, Epiphanidae, Trochosphaeridae, Flosculariidae, Habrotrochidae, Hexarthridae, Ituridae, Lecanidae, Lindiidae, Mytilinidae, Trichotriidae, Microcodidae, Philodinavidae, Synchaetidae, Testudinellidae, Scaridiidae, Tetrasiphonidae, Centropagidae, Diaptomidae, Cyclopidae, Halicyclopidae, Lernaeidae, Canthocamptidae, Ameiridae, Laophontidae, Phyllognathopodidae, Miraciidae, Ergasilidae, Daphniidae, Moinidae, Bosminidae, Chydoridae, Macrothricidae, Ilyocryptidae, Neothricidae)",
 "Geometry POLYGON ((-181.131592 -37.12775, -187.78141 -33.078885, -189.068184 -33.987495, -186.411552 -37.925243, -192.774353 -44.251839, -195.387383 -46.345032, -192.379532 -48.31083, -188.062592 -45.989329, -183.377609 -41.69727, -180.416107 -38.542795, -181.131592 -37.12775))"
 ]
}

 The dataset includes 14711 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011576-260120142942310/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/14619022
title: World Athletics Calendar (worldathletics.org)
DOI: 10.15468/dl.gyvw9e
title: Occurrence Download

description: A dataset containing 1544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus lyrata",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 5000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1544 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011577-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dfae9
title: Occurrence Download

description: A dataset containing 553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phacelia campanularia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 553 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011578-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.25118
title: F gene sequences of avian avulavirus
title: F gene sequences of avian avulavirus

description: The complete F genes of positive isolates were sequenced using gene-specific primers. The nucleotide sequences were compiled using the SeqMan software in the DNAStar package.
description: The complete F genes of positive isolates were sequenced using gene-specific primers. The nucleotide sequences were compiled using the SeqMan software in the DNAStar package.
DOI: 10.15468/dl.jdqxcm
title: Occurrence Download

description: A dataset containing 5458 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium senescens"
 ]
}

 The dataset includes 5458 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011580-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74p3px
title: Occurrence Download

description: A dataset containing 5458 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium senescens"
 ]
}

 The dataset includes 5458 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011581-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgxjzc
title: Occurrence Download

description: A dataset containing 39810 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea batatas"
 ]
}

 The dataset includes 39810 records from 539 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011582-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syjhxc
title: Occurrence Download

description: A dataset containing 25110246 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.classificationdetails['d7dddbf4-2cf0-4f39-9b2a-bb099caae36c']['specieskey'] &lt;&gt; '' AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 25110246 records were derived from 70963 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011561-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpt5hm
title: Occurrence Download

description: A dataset containing 3521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.15.3_1",
 "OccurrenceStatus is Present",
 "Year 2000-2024"
 ]
}

 The dataset includes 3521 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011583-260120142942310/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.30133477
title: An EEG Imagined Speech Dataset for BCI Applications with Binary and Numerical Stimuli

description: The dataset contains electroencephalographic (EEG) recordings were collected from 30 healthy university students (mean age 20.53 ± 1.54 years; 8 female, 22 male) during imagined speech tasks for Brain-Computer Interface (BCI) applications. All participants provided written informed consent, and the study was approved by the Institutional Research Ethics Committee of Tecnológico de Monterrey (protocol code CA-EIC-035, July 2024).Utilizing the Unicorn Hybrid Black wireless headset (g.tec neurotechnology GmbH) with 8 electrodes which were ccommodated according to the 10-20 international system (Fz, C3, Cz, C4, Pz, PO7, Oz, PO8) with a sampling rate of 250 Hz at 24-bit resolution. Two paradigms were implemented in Spanish: a binary paradigm ('Yes' and 'No') and numerical paradigm ('One', 'Two' and 'Three').This dataset is realeas under CC BY-NC-SA 4.0 license and is intended to support further exploration in computational neuroscience, biomedical engineering, and artificial intelligence.<br>
DOI: 10.6084/m9.figshare.30133477.v4
title: An EEG Imagined Speech Dataset for BCI Applications with Binary and Numerical Stimuli

description: The dataset contains electroencephalographic (EEG) recordings were collected from 30 healthy university students (mean age 20.53 ± 1.54 years; 8 female, 22 male) during imagined speech tasks for Brain-Computer Interface (BCI) applications. All participants provided written informed consent, and the study was approved by the Institutional Research Ethics Committee of Tecnológico de Monterrey (protocol code CA-EIC-035, July 2024).Utilizing the Unicorn Hybrid Black wireless headset (g.tec neurotechnology GmbH) with 8 electrodes which were ccommodated according to the 10-20 international system (Fz, C3, Cz, C4, Pz, PO7, Oz, PO8) with a sampling rate of 250 Hz at 24-bit resolution. Two paradigms were implemented in Spanish: a binary paradigm ('Yes' and 'No') and numerical paradigm ('One', 'Two' and 'Three').This dataset is realeas under CC BY-NC-SA 4.0 license and is intended to support further exploration in computational neuroscience, biomedical engineering, and artificial intelligence.<br>
DOI: 10.6084/m9.figshare.30133477.v3
title: An EEG Imagined Speech Dataset for BCI Applications with Binary and Numerical Stimuli

description: The dataset contains electroencephalographic (EEG) recordings were collected from 30 healthy university students (mean age 20.53 ± 1.54 years; 8 female, 22 male) during imagined speech tasks for Brain-Computer Interface (BCI) applications. All participants provided written informed consent, and the study was approved by the Institutional Research Ethics Committee of Tecnológico de Monterrey (protocol code CA-EIC-035, July 2024).Utilizing the Unicorn Hybrid Black wireless headset (g.tec neurotechnology GmbH) with 8 electrodes which were ccommodated according to the 10-20 international system (Fz, C3, Cz, C4, Pz, PO7, Oz, PO8) with a sampling rate of 250 Hz at 24-bit resolution. Two paradigms were implemented in Spanish: a binary paradigm ('Yes' and 'No') and numerical paradigm ('One', 'Two' and 'Three').This dataset is realeas under CC BY-NC-SA 4.0 license and is intended to support further exploration in computational neuroscience, biomedical engineering, and artificial intelligence.<br>
DOI: 10.15468/dl.qt9fba
title: Occurrence Download

description: A dataset containing 6621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ceroxylon quindiuense",
 "Year 1000-2026"
 ]
}

 The dataset includes 6621 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011585-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.