cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16615838
title: Data-Driven and Privacy-Preserving Cooperation in Decentralized Learning

description: This repository stores the csv data generated to produce the results from Data-Driven and Privacy-Preserving Cooperation in Decentralized Learning.

The headers mean the following:



'node' ID of the model owner.

'acc' Current accuracy of the model.

'loss' Current loss.

'time' Cumulative time until this epoch.

'epochs' Number of epochs performed.

'n_removed_edges' Number of removed edges from the complete graph.

'type' Type of removal method: random, minimum V distance, minimum dataset distance.

'average_degree' Average degree of the logical topology.

'spectral_gap' Spectral gap of the logical topology.

'data_exchanged' Amount of data that each vertex of one edge have, summed among all edges.

'{i}-{j}' Boolean indicating if nodes i and j are connected in the logical topology.

'Vdist_{i}-{j}' Distance between the V matrices of the datasets of i and j.

'Ddist_{i}-{j}' Average L2 distance between the samples of node i dataset and node j dataset.


This information can also be found in the next link, please check it for updates:  PREDICT 6G / Data-driven-and-privacy-preserving-cooperation-in-decentralized-learning - GitLab (uc3m.es)

This work has been partially funded by the European Commission Horizon Europe SNS JU PREDICT-6G (GA 101095890) Project.
DOI: 10.3535/be1-4t1-hac
title: Epilobium montanum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hde-nv5-b5w
title: Tsuga diversifolia (Maxim.) Mast.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2ns-v91-cxz
title: Cenchrus ciliaris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3j4-zbf-b62
title: Myrcia multiflora (Lam.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cp4-0cf-te9
title: Tephrosia adunca Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gxj-60v-n8e
title: Potamogeton coloratus Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q13-pgv-81q
title: Phragmites australis subsp. isiacus (Arcang.) ined.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7p8-7pj-92h
title: Saussurea pygmaea (Jacq.) Spreng.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/szj-rf2-104
title: Phalaris arundinacea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1r5-znb-dnp
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rgv-65q-c6w
title: Hymenaea stigonocarpa var. stigonocarpa

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/faa-z7q-1n2
title: Myrsine miquelii Imkhan.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yw0-jg3-2jm
title: Phragmites australis subsp. isiacus (Arcang.) ined.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/edc-wbc-c9t
title: Poa adusta J.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m5e-d3x-6bj
title: Poa bigelovii Vasey ex Scribn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/530-v20-2df
title: Cardamine quinquefolia (M. Bieb.) Schmalh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/60d-twb-r0t
title: Poa humilis Ehrh. ex Hoffm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/eql-b0g-s6c
title: Poa pratensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3pg-xk1-csl
title: Lophosoria quadripinnata (J. F. Gmel.) C. Chr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qjb-w6q-mx1
title: Poa holciformis J.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3cm-c4a-xr3
title: Poa nemoralis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8sq-9hw-08h
title: Leontodon oxylepis var. divaricatus (Boiss.) Kupicha

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w0h-b7s-jvy
title: Macrolobium colombianum (Britton & Killip) Killip

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1xn-rjg-vha
title: Cenchrus pennisetiformis Steud.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xl5-ywv-een
title: Salix fragilis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/efq-6e9-abw
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kw1-h04-b6x
title: Tephrosia cinerea (L.) Pers.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/psn-gzv-tlc
title: Lipochaeta lobata subsp. lobata

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e4n-jk7-jz2
title: Macrolobium suaveolens var. suaveolens

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gfy-x9j-cm8
title: Pedicularis pycnantha Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wts-ked-7xb
title: Cattleya luteola Lindl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pwa-dpy-n06
title: Setaria parviflora (Poir.) Kerguélen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/va5-cw9-vmd
title: Spermacoce L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pew-j19-x7p
title: Poa ramosissima Hook.f.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rx6-g43-b1z
title: Pentameris viscidula (Nees) Steud.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jh1-c7f-4h6
title: Poidium Nees

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1qq-akh-z1n
title: Cybianthus penduliflorus Mart.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gfy-n9p-961
title: Ardisia guianensis (Aubl.) Mez

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bw0-s5w-gqt
title: Potamogeton coloratus Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xpd-ct2-xdq
title: Myrsine leuconeura Mart.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sk1-3l4-z3f
title: Tephrosia cinerea (L.) Pers.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w3a-mwv-2gf
title: Pholiurus pannonicus (Host) Trin.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wyb-2hk-0s7
title: Myrcia subalpestris DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sjy-r71-fx7
title: Cattleya luteola Lindl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2v0-zv6-z5c
title: Leontodon graecus Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pwf-aww-mfe
title: Euphorbia schimperi C.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h6y-r4q-vca
title: Pelargonium worcesterae R. Knuth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ls9-7qy-82r
title: Verbascum macrosepalum Boiss. & Kotschy ex Murb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/06q-q7y-w9r
title: Diptychandra aurantiaca (Mart.) Tul.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6tb-ewp-dxe
title: Potamogeton coloratus Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nlk-mgw-eb0
title: Arctopoa eminens (J.Presl) Prob.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r1h-mr5-y0l
title: Pentameris rupestris (Nees) Steud.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zdv-jyj-ba4
title: Zygostates apiculata (Lindl.) Toscano

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/17p-nah-8zt
title: Pogonatherum crinitum (Thunb.) Kunth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pdb-q12-p6r
title: Potamogeton coloratus Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g1p-sg0-4ka
title: Pterolobium stellatum (Forssk.) Brenan

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/syg-cp2-5kq
title: Mentha longifolia var. amphilema Briq. ex Rech.f.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3r3-rbf-8gr
title: Myrcia schottiana O. Berg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fz6-9dy-z3s
title: Myrcia rufipes DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.2r5pah
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia melanoxylon",
 "Country is Algeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074622-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/hkv-24l-lfp
title: Hemarthria uncinata R.Br.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w8s-ccp-z2f
title: Phleum boissieri Bornm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.p7e4mm
title: Occurrence Download

description: A dataset containing 1 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 (Borikenophis portoricensis)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074620-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/q54-hwq-h5b
title: Cybianthus pastensis (Mez) G. Agostini

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gpw-sg0-vxp
title: Boscia senegalensis (Lam.) Poir.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xxn-0aj-vpq
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q2g-zyh-kq7
title: Poeppigia procera (Poepp. ex Spreng.) C.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qyv-7zq-wab
title: Poa drummondiana Nees

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.nk5ztw
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera sessilis",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 213 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074621-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6fv-zf4-zsp
title: Salix eleagnos Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n5l-wrk-zrw
title: Puccinellia intermedia (Schur) Janch.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fqy-76d-t81
title: Berberis vulgaris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/26z-mt9-m6l
title: Polypogon imberbis (Phil.) Johow

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g1n-2jl-f4p
title: Berberis integerrima Bunge

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1se-f8h-q30
title: Anemia villosa Humb. & Bonpl. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g61-ffb-079
title: Odontites vulgaris Moench

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/171-s9s-wts
title: Anemia villosa Humb. & Bonpl. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f0j-q3g-p57
title: Stuckenia pectinata (L.) Börner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0s9-vdc-ldb
title: Anemia villosa Humb. & Bonpl. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3d2-etz-ewr
title: Stuckenia pectinata (L.) Börner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1f2-fgq-mkr
title: Haplophyllum robustum Bunge

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9g0-m4g-7z9
title: Anemia raddiana Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sl0-0nc-ykj
title: Aethionema cordatum (Desf.) Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/skp-1d1-wya
title: Haplophyllum griffithianum Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w2s-k7h-bbf
title: Anemia raddiana Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3wb-yv5-ckn
title: Anemia tomentosa var. anthriscifolia (Schrad.) Mickel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/92c-3w2-xcr
title: Haplophyllum tuberculatum (Forssk.) A. Juss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l8p-e48-s1y
title: Anemia tomentosa var. anthriscifolia (Schrad.) Mickel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rkj-h5y-ve7
title: Anemia tomentosa var. anthriscifolia (Schrad.) Mickel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/015-n44-1sf
title: Plantago lagocephala Bunge

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4xe-y2r-yg6
title: Stuckenia pectinata (L.) Börner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8fk-2hq-mc6
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e90-ge9-lve
title: Anemia raddiana Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jxe-xcj-qrl
title: Anemia villosa Humb. & Bonpl. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gsd-vaj-nfn
title: Anemia villosa Humb. & Bonpl. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vpw-ayv-9a2
title: Anemia raddiana Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bq3-gvk-fw7
title: Anemia imbricata J. W. Sturm

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zsv-t33-sq0
title: Anemia villosa Humb. & Bonpl. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rcc-pzw-s12
title: Asplenium lunulatum Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tte-c5r-5x6
title: Anemia hirsuta (L.) Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2j7-g51-9qf
title: Anemia hirsuta (L.) Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t17-10p-5ph
title: Anemia hirsuta (L.) Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c8r-p85-v8w
title: Asplenium austrobrasiliense (Christ) Maxon

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g7y-2jz-37v
title: Espeletia schultzii Wedd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m9c-2ch-l89
title: Papaver persicum subsp. tauricola (Boiss.) Kadereit

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/213-mg0-y36
title: Papaver persicum subsp. tauricola (Boiss.) Kadereit

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v2a-ynz-qkc
title: Echinops bovei Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e8z-qt9-28k
title: Anemia villosa Humb. & Bonpl. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lx7-q26-wn3
title: Anemia ferruginea Kunth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/74n-ese-a29
title: Anemia hirsuta (L.) Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rme-8am-azs
title: Anemia villosa Humb. & Bonpl. ex Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v7j-szg-8xt
title: Anemia ferruginea Kunth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l8w-4hc-0tj
title: Brickellia orizabensis Klatt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wk4-qpj-38a
title: Espeletia schultzii Wedd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9yy-zzl-k4s
title: Asplenium austrobrasiliense (Christ) Maxon

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vpg-45m-92t
title: Oteiza acuminata La Llave

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jv0-pay-twz
title: Anemia hirsuta (L.) Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y5w-9vw-7cz
title: Anemia hirsuta (L.) Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0tm-1y7-t2b
title: Asplenium austrobrasiliense (Christ) Maxon

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rsl-5fr-xdb
title: Espeletia schultzii Wedd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.xde2ct
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abramis brama",
 "Country is Kazakhstan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074625-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/n7q-kg0-45g
title: Asplenium austrobrasiliense (Christ) Maxon

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pw1-xc2-1m2
title: Campanula telephioides Boiss. & Hausskn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.zfnqrn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Gonimbrasia alopia)"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074623-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5m0-lly-24n
title: Papaver tenuifolium Boiss. & Hohen. ex Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d71-d34-d29
title: Campanula persepolitana Kotschy ex Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nt8-3qh-n0v
title: Asyneuma persicum (A.DC.) Bornm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rlc-nrc-nq2
title: Asyneuma persicum (A.DC.) Bornm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y3f-0vb-tk9
title: Papaver persicum subsp. tauricola (Boiss.) Kadereit

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j9j-8d4-eb1
title: Papaver glaucum Boiss. & Hausskn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rw7-84w-841
title: Campanula coriacea P.H.Davis

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4d6-zrx-70c
title: Campanula radula Fisch. ex Fenzl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fg9-j37-vxt
title: Papaver umbonatum Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c2t-qvn-t2j
title: Asplenium serratum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c92-p33-kaw
title: Asplenium serratum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q9v-xe7-y6e
title: Aquilegia microcentra Rech. fil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sjm-tt0-g70
title: Andinia nummularia (Rchb.f.) Karremans & S.V.Uribe

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r3q-psc-25d
title: Aethionema coridifolium DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.