cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/r0m-lfs-zag
title: Appias indra (Moore, [1858] )

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lzx-lnj-mn4
title: Polygonia c-album (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c3l-ztb-34n
title: Appias celestina (Boisduval, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vkq-a0k-bpy
title: Mellicta athalia (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v5j-jkk-ggc
title: Euphydryas Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vf9-x0l-grx
title: Euploea stephensii Felder, C. & Felder, R.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0t9-ves-bt1
title: Elymnias Hübner, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mv7-q2h-7p1
title: Appias indra (Moore, [1858] )

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9mp-25d-5f4
title: Symbrenthia hippoclus marius Fruhstorfer, 1904

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vfd-7cd-42n
title: Orsotriaena medus Fabricius, 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/075-aym-a0n
title: Parantica albata (Zincken, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rj0-j52-bpj
title: Mycalesis mehadeva (Boisduval, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dm3-m2z-0w1
title: Mycalesis horsfieldii (Moore)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vsn-nhq-v2e
title: Hypolimnas bolina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cpa-dbr-rkq
title: Nymphalis antiopa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mpm-1ct-hh5
title: Hypolimnas alimena senia Fruhstorfer, 1912

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zce-f4c-lwz
title: Nymphalis Kluk, 1802

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1w6-kzf-b99
title: Appias libythea (Fabricius, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/db9-ca1-n59
title: Precis Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gmp-h2d-zth
title: Mycalesis Hübner, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ld8-nea-jje
title: Euploea darchia (MacLeay, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9vm-zm4-m85
title: Elymnias casiphone Hübner, 1824

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xek-9qd-ter
title: Appias ada (Stoll, [1782] )

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3h4-w94-23z
title: Mycalesis janardana Moore, 1857

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pdn-dyh-38f
title: Vanessa dejeani (Godart, 1823)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ywn-frk-dhj
title: Nymphalis Kluk, 1802

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hw8-rzw-nrr
title: Elymnias Hübner, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ah-k9m-78g
title: Ideopsis vulgaris (Butler, 1874)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b31-pzt-trc
title: Melanitis Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0e0-fp1-t97
title: Argyreus hyperbius (Linnaeus, 1763)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hrz-r1x-nny
title: Polygonia c-album (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l10-zhr-jek
title: Hypolimnas diomea Hewitson, 1861

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.parjww
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "OccurrenceStatus is Present",
 "TaxonKey is Charophyta"
 ]
}

 The dataset includes 267 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097288-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/8cs-3b9-8rc
title: Doleschallia crameri sinda Fruhstorfer, 1912

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gd8-28w-6vb
title: Mellicta athalia (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jjb-xf4-dat
title: Appias indra (Moore, [1858] )

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tcd-y1j-k9l
title: Delias periboea (Godart, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1m2-mb9-k36
title: Appias nero (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a0g-lgg-z4b
title: Vanessa Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ewz-tsx-vbd
title: Vanessa atalanta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/094-vmg-50n
title: Heliconius erato (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jqw-y2n-q5b
title: Ideopsis vulgaris (Butler, 1874)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/47r-14q-r6w
title: Synanthedon tipuliformis (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t1x-ztx-plk
title: Zeuzera pyrina Linnaeus, 1761

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2pv-z3x-72y
title: Boloria napaea (Hübner)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xnf-d5t-lqf
title: Synanthedon tipuliformis (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4b2-1kg-pay
title: Triodia sylvina (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/raf-2aa-nll
title: Acraea Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ej-5zh-9da
title: Notodonta ziczac (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pma-bcf-y6v
title: Euphydryas Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dcc-2mq-h3k
title: Euphydryas Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2nf-lsh-rkq
title: Phaedyma columella bataviana (Moore, 1898)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/571-b1p-zkx
title: Sphinx pinastri Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/89w-7zm-rgv
title: Mellicta athalia (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nyd-hy1-h2p
title: Pheosia gnoma (Fabricius, 1776)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jn6-9y6-rnm
title: Synanthedon tipuliformis (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qr4-v6r-8n2
title: Melitaea cinxia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aad-3q8-e2f
title: Rhagades (Rhagades) pruni ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/plw-7b0-yac
title: Mellicta Billberg, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9y3-5sf-l74
title: Neptis jumbah nalanda Fruhstorfer, 1908

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jhd-cve-ctf
title: Adscita (Adscita) statices (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vl6-2mg-444
title: Issoria Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wwv-nq8-aj6
title: Korscheltellus lupulina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2jw-mwq-j8j
title: Speyeria cybele (Fabricius, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lc2-9d1-2h2
title: Laothoe populi Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1em-wea-qts
title: Heliconius egeria (Cramer)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x60-6es-8yq
title: Pterostoma palpina (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/89e-qd1-v3y
title: Melitaea diamina (Lang, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.kkglsm
title: Occurrence Download

description: A dataset containing 6235 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Auriscalpium vulgare Gray"
 ]
}

 The dataset includes 6235 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014073-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kyt9e
title: Occurrence Download

description: A dataset containing 1856 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ateleopodiformes"
 ]
}

 The dataset includes 1856 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0263836-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy44fa
title: Occurrence Download

description: A dataset containing 186697 species occurrences available in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Iran (Islamic Republic of)"
 ]
}

 The dataset includes 186697 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0271191-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rp737v
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Flatbergium sericeum (Müll.Hal.) A.J.Shaw"
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243043-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gp4usk
title: Occurrence Download

description: A dataset containing 5908 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Consolida ajacis (L.) Schur"
 ]
}

 The dataset includes 5908 records from 208 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218376-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyvrv9
title: Occurrence Download

description: A dataset containing 14951 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Lepomis megalotis (Rafinesque, 1820)"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14951 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014074-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jp9bbp
title: Occurrence Download

description: A dataset containing 4431 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "DatasetKey is Computarización y actualización de la curación de la Colección de Lepidóptera del Museo de Zoología Alfonso L. Herrera y su base de datos MARIPOSA. FASE I",
 "DatasetKey is Museu Paraense Emilio Goeldi - Lepidoptera Collection",
 "DatasetKey is Fortalecimiento de las colecciones de ECOSUR. Primera fase (Lepidoptera Chetumal)",
 "DatasetKey is Lepidoptera (Rhopalocera y Heterocera) de áreas prioritarias para la conservación en la Península de Yucatán, con registros de adultos y estados inmaduros",
 "DatasetKey is Apoyo a las colecciones biológicas de la Facultad de Ciencias de la UNAM: Fase 1 (Lepidopterológica)",
 "DatasetKey is Insect specimens of Himeji City Science Museum",
 "DatasetKey is Auckland Museum Entomology Collection",
 "DatasetKey is Insecta of Costa Rica (INBio)",
 "DatasetKey is Colección nacional de zoología"
 ]
 },
 "TaxonKey is Morpho helenor Cramer, 1782"
 ]
}

 The dataset includes 4431 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010981-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwy8hg
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calypogeia rhombifolia (Spruce) Steph."
 ]
}

 The dataset includes 80 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0243047-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcegpe
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Culicoides oxystoma Kieffer, 1910"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012234-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdrc0p
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ranunculus fontanus C.Presl"
 ]
}

 The dataset includes 54 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014074-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcrw5g
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heteramorphida"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0263848-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nc8cgg
title: Occurrence Download

description: A dataset containing 49483 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Elodea nuttallii (Planch.) H.St.John, Heracleum mantegazzianum Sommier & Levier, Hydrocotyle ranunculoides L.fil., Ludwigia grandiflora (Michx.) Greuter & Burdet, Impatiens glandulifera Royle, Myriophyllum aquaticum (Vell.) Verdc., Orconectes limosus (Rafinesque, 1817), Pacifastacus leniusculus (Dana, 1852), Lagarosiphon major (Ridl.) Moss, Lysichiton americanus Hultén & H.St.John, Myriophyllum heterophyllum Michx., Procambarus clarkii (Girard, 1852), Cabomba caroliniana A.Gray, Heracleum persicum Desf. ex Fisch., C.A.Mey. & Avé-Lall., Heracleum sosnowskyi Manden., Ludwigia peploides (Kunth) P.H.Raven, Orconectes virilis (Hagen, 1870), Procambarus fallax f. virginalis Martin, Dorn, Kawai, van der Heiden & Scholtz, 2010)"
 ]
}

 The dataset includes 49483 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015788-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqaa4z
title: Occurrence Download

description: A dataset containing 546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Tryonia myriophylla (Sw.) Schuettp., J.Prado & A.T.Cochran",
 "TaxonKey is Eriosorus myriophyllus (Sw.) Copel.",
 "TaxonKey is Gymnogramma myriophylla Sw.",
 "TaxonKey is Hypolepis repens var. selloana Klotzsch ex Baker",
 "TaxonKey is Hypolepis sellowiana Schlecht."
 ]
 }
 ]
}

 The dataset includes 546 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258336-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sufxb
title: Occurrence Download

description: A dataset containing 3165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EWT: Carnivore Conservation Programme Cheetah Tracking Data",
 "TaxonKey is Acinonyx jubatus (Schreber, 1775)"
 ]
}

 The dataset includes 3165 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014074-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cf8bjr
title: Occurrence Download

description: A dataset containing 182254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Frullania Raddi"
 ]
}

 The dataset includes 182254 records from 504 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003628-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v25xvb
title: Occurrence Download

description: A dataset containing 371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "Country is Bolivia (Plurinational State of)",
 "Country is Brazil",
 "Country is Colombia",
 "Country is Ecuador"
 ]
 },
 "TaxonKey is Tapirus terrestris (Linnaeus, 1758)"
 ]
}

 The dataset includes 371 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194816-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w9xg3q
title: Occurrence Download

description: A dataset containing 1046127 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantago lanceolata L."
 ]
}

 The dataset includes 1046127 records from 1586 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268660-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dk6dtf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces capoamus Goncalves de Lima et al., 1964"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013737-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/vz7v-7951
title: SAFE-ADVENT

description: Wireless communication technology is a vital enabler for~5G vehicle-to-everything (5G-V2X) communications, which remain vulnerable to different types of cyberattacks, such as distributed denial of service (DDoS).~\mbox{5G-V2X} networks demand enhanced mechanisms for DDoS detection, which would call for sophisticated artificial intelligence \mbox{(AI)-based} approaches. However, one main concern is data privacy when using \mbox{AI-based} solutions. Secured peer-to-peer (P2P) federated learning (FL) techniques could overcome this challenge by training detection models locally while sharing model parameters for secure aggregation to preserve privacy and bypass the centralized FL's single point of failure. However, securing P2P FL with secure average computation (SAC) or encryption/decryption would scale poorly and incur a high communication cost as the number of FL clients grows. In such a context, we propose \mbox{SAFE-ADVENT}, a novel, secure P2P FL strategy that significantly reduces the communication cost, incorporating transfer learning and client selection within the P2P FL system to detect DDoS attacks. We validate the generalization capability of \mbox{SAFE-ADVENT} using data collected from our~\mbox{5G-V2X} testbed. We demonstrate our method's superior performances, in terms of accuracy, robustness, and cost, across different scenarios with unbalanced and balanced dataset distributions, compared to existing benchmarks.
DOI: 10.5281/zenodo.15185352
title: AI 검토
DOI: 10.5281/zenodo.15185353
title: AI 검토
DOI: 10.57967/hf/3876
title: libriheavy4tts
DOI: 10.57967/hf/3875
title: libriheavy4tts