cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/3w6-sy1-p5b
title: Puccinellia festuciformis (Host) Parl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wqf-2rj-rkg
title: Poa pratensis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.ptbjd3
title: Occurrence Download

description: A dataset containing 0 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 (Ardeola bacchus)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074613-250717081556266/datasets/export for details.
DOI: 10.3535/7ga-h0w-zxr
title: Poa alpina L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nr3-yfp-7gk
title: Poa compressa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/85x-xqq-qsd
title: Salix erioclada H. Lév. & Vaniot

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vbw-hry-v63
title: Poa paposana Phil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2f8-neh-5m6
title: Phragmites australis subsp. isiacus (Arcang.) ined.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kn0-zvg-4zd
title: Poa cenisia All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bkn-fd0-23e
title: Poa denudata Steud.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qej-df6-7xb
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p1z-zsz-es8
title: Macrolobium angustifolium (Benth.) R.S.Cowan

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/amv-mzh-3mq
title: Pentameris microphylla (Nees) Galley & H.P.Linder

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jzt-xdw-8zx
title: Cenchrus pennisetiformis Steud.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/el9-1cz-cj8
title: Macrolobium limbatum Spruce ex Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ys6-p2k-59p
title: Euphorbia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dq4-0md-qj0
title: Leucanthemum ircutianum (Turcz.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l52-eb9-9my
title: Poa ramosissima Hook.f.

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

description: A dataset containing 18899 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Matricaria chamomilla recutita"
 ]
}

 The dataset includes 18899 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074611-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fhj-fpj-wpa
title: Enneapogon persicus Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qga-y3a-vlx
title: Macrolobium floridum H.Karst.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/969-gf6-c3a
title: Poa sikkimensis (Stapf) Bor

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/py2-jnx-spt
title: Myrsine gardneriana A. DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d50-1sg-wv2
title: Pentameris viscidula (Nees) Steud.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pdv-164-h11
title: Verbascum macrosepalum Boiss. & Kotschy ex Murb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e1t-4fa-2ag
title: Macrolobium pendulum Willd. ex Vogel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3av-lmk-wc0
title: Cenchrus tristachyus (Kunth) Kuntze

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x2k-4ce-k4d
title: Poa secunda J.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5kj-kb3-bsl
title: Potamogeton coloratus Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r6p-9an-5s1
title: Myrcia suffruticosa O. Berg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j31-ndg-1kq
title: Myrsine lancifolia Mart.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jd4-bvf-0rn
title: Leontodon oxylepis var. divaricatus (Boiss.) Kupicha

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3q9-jwg-7a7
title: Potamogeton compressus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sza-m7x-3n9
title: Verbascum macrosepalum Boiss. & Kotschy ex Murb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dwr-t2t-hsq
title: Pentameris macrocalycina (Steud.) Schweick.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/web-sdk-phx
title: Myrcia rufipes DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wwg-5yz-0p2
title: Leontodon kotschyi Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8zq-jw1-yp0
title: Poa breviglumis Hook.f.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/alh-w69-a16
title: Potamogeton cheesemanii A.Benn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0t9-p7g-al6
title: Poa lindebergii Tzvelev

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rbp-n38-q3c
title: Pentameris tortuosa (Trin.) Nees

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k6q-qk2-rwm
title: Verbascum kotschyi Boiss. & Hohen.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jtf-jrk-yjt
title: Myrcia trichantha (Wawra) Sobral

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nm4-e66-pcf
title: Pterogyne nitens Tul.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cv0-4e9-4vd
title: Rottboellia cochinchinensis (Lour.) Clayton

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yv9-p8f-qat
title: Potamogeton coloratus Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3aq-9v5-2ac
title: Myrcia schottiana O. Berg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nnz-r2d-y2l
title: Potamogeton coloratus Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1d6-ehq-a3e
title: Potamogeton coloratus Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rwy-snl-7rc
title: Salix babylonica L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vk5-dr0-xv7
title: Boscia senegalensis (Lam.) Poir.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/018-w68-8bj
title: Festuca masatierrae Röser & Tkach

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v68-haf-dc9
title: Pterolobium stellatum (Forssk.) Brenan

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.6rajk4
title: Occurrence Download

description: A dataset containing 0 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 (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074619-250717081556266/datasets/export for details.
DOI: 10.3535/rqn-t34-b9c
title: Pogonatherum rufobarbatum Griff.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wnl-rgn-6a3
title: Cybianthus prieurii A. DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/18h-gdq-kn4
title: Ratzeburgia pulcherrima Kunth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ntz-jdf-699
title: Myrcia rufipes DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/66d-8n6-th9
title: Poeppigia procera (Poepp. ex Spreng.) C.Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8e8-et8-5wq
title: Festuca spectabilis Bertol.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4pv-tc5-r6w
title: Cybianthus gardneri (A. DC.) G. Agostini

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r37-ds4-tz0
title: Psathyrostachys juncea (Fisch.) Nevski

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16615848
title: Data for the article "Analytical solutions for light propagation of LED"
DOI: 10.3535/54l-3tq-9j8
title: Peltophorum pterocarpum (DC.) Backer ex K.Heyne

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16615847
title: Data for the article "Analytical solutions for light propagation of LED"
DOI: 10.3535/jys-tgf-df1
title: Pentameris tomentella (Stapf) Galley & H.P.Linder

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v8v-67j-6nd
title: Polypogon elongatus Kunth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f3p-3m9-vrp
title: Saussurea pygmaea (Jacq.) Spreng.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ses-k13-daz
title: Myrcia ehrenbergiana (O. Berg) Mc Vaugh

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2yn-0km-3me
title: Poa pumila Host

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c90-qp9-yex
title: Sonderothamnus speciosus (Sond.) Dahlgren

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.afrha9
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron karvinskianus",
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 50 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074616-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2qe-8nd-vgb
title: Myrsine leuconeura Mart.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j0l-ca9-v3r
title: Myrsine robusta (Mez) Wadhwa

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5ls-2gs-2qf
title: Brachysiphon rupestris Sond.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s4p-d3n-l1x
title: Poa thessala Boiss. & Orph.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.dzdkc6
title: Occurrence Download

description: A dataset containing 404 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 (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 404 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074618-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/105-1c1-t8l
title: Berberis aetnensis C. Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6zm-kn8-vzj
title: Cenchrus complanatus (Nees) Morrone

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ekh-etf-3tl
title: Setaria parviflora (Poir.) Kerguélen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dnx-yq8-mmx
title: Myrsine umbellata Mart.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h70-nd4-fw8
title: Cenchrus unisetus (Nees) Morrone

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qf6-gr0-4jc
title: Intsia bijuga (Colebr.) Kuntze

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vd6-m7h-xrq
title: Myrsine umbellata Mart.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0af-jcf-vag
title: Muhlenbergia plumiseta Columbus

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y4l-jx7-nwt
title: Labichea punctata Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g69-nvp-dcr
title: Muhlenbergia pereilema P.M.Peterson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p0p-mql-m4y
title: Labichea lanceolata Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6gt-5h2-9d7
title: Peltogyne paniculata Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8y1-8a8-4ww
title: Muhlenbergia pereilema P.M.Peterson

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/aej-txk-y8e
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d3x-n3r-jsb
title: Poa supina Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m6p-y3a-669
title: Poa trivialis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6cf-7gc-sqf
title: Berberis cretica L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e4j-f99-f47
title: Berberis microphylla G. Forst.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kxx-pgd-w6r
title: Poa trichopoda Heldr. & Sartori ex Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xt0-rst-fsc
title: Cenchrus nubicus (Hochst.) Zon

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g8e-h1w-dnr
title: Cenchrus nubicus (Hochst.) Zon

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w8a-y9q-6ev
title: Arctopoa tibetica (Munro ex Stapf) Prob.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9va-hlr-6vf
title: Cenchrus orientalis (Rich.) Morrone

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v5y-c1w-4m7
title: Myrsine umbellata Mart.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9v3-nr0-7zg
title: Berberis huegeliana C. K. Schneid.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pye-p5k-e5q
title: Cenchrus flaccidus (Griseb.) Morrone

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6nq-kgs-jd6
title: Pogonatherum crinitum (Thunb.) Kunth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lae-wgg-apk
title: Cenchrus divisus (J.F.Gmel.) Verloove, Govaerts & Buttler

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e9r-jd3-2ey
title: Potamogeton coloratus Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rzp-y20-s20
title: Pentameris pallida (Thunb.) Galley & H.P.Linder

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/811-c8n-whq
title: Potamogeton coloratus Hornem.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bal-g6n-sek
title: Berberis microphylla G. Forst.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w4x-r3n-lvb
title: Pentameris pallida (Thunb.) Galley & H.P.Linder

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5rd-8sq-50l
title: Salix fragilis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6dr-h1a-wtz
title: Polypogon monspeliensis (L.) Desf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4a3-cfv-9sd
title: Salix foetida Schleich.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zpf-g6m-awd
title: Berberis keissleriana C. K. Schneid.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hjx-j2x-3zw
title: Berberis multiflora Benth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tee-vy4-ckn
title: Verbascum myriocarpum Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/b0w-rf2-4nh
title: Verbascum orgyale Boiss. & Heldr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nnq-zx3-1yh
title: Berberis montana Gay

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3ep-pnw-t5f
title: Poa novarae Reichardt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/40g-9nm-1fe
title: Pentameris airoides (Nees) Steud.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c3x-t71-j1t
title: Poa cookii (Hook.f.) Hook.f.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16615837
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.