cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14759304
title: Datasets and Distillation Labels for the Paper "Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians"

description: We provide 6 data folders, which were used in our paper  Amin, I., Raja, S., Krishnapriyan, A.S. (2024). Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians. Accepted to ICLR 2025. arXiv:2501.09009.

md22_JMP_labels.tar.gz - md22 JMP (large and small, finetuned) Hessian Labels for Buckyball Catcher and Double Walled Nanotube splits

SPICE_MaceOFF_labels.tar.gz - SPICE Mace-OFF Hessian Labels

MPtrj_labels.tar.gz -  MPTrj Mace-MP Hessian Labels

spice_separated.tar.gz - SPICE subdatasets (lmdb) (Solvated Amino Acids, Molecules with Iodine, DES370K Monomers)

md22.tar.gz - MD22 datasets (lmdb) for buckyball catcher and double wall nanotube. Taken from the JMP repository (see paper).

MPtrj_separated_all_splits.zip -  MPtrj subdatasets (lmdb) filtered by property (Pm3m Spacegroup, Systems with Yttrium, Bandgap >= 5 meV). 

The original data was taken from the SPICE dataset , MPtrj dataset, and  md22 dataset

The repository for the paper, where these datasets can be used, is available at https://github.com/ASK-Berkeley/MLFF-distill.

If you found any of this useful, please consider citing the paper:

@article{amin2025distilling,      title={Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians},      author={Ishan Amin, Sanjeev Raja, and Krishnapriyan, A.S.},      journal={International Conference on Learning Representations 2025},      year={2025},      archivePrefix={arXiv},      eprint={2501.09009},}
DOI: 10.5281/zenodo.14759305
title: Datasets and Distillation Labels for the Paper "Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians"

description: We provide 6 data folders, which were used in our paper  Amin, I., Raja, S., Krishnapriyan, A.S. (2024). Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians. Accepted to ICLR 2025. arXiv:2501.09009.

md22_JMP_labels.tar.gz - md22 JMP (large and small, finetuned) Hessian Labels for Buckyball Catcher and Double Walled Nanotube splits

SPICE_MaceOFF_labels.tar.gz - SPICE Mace-OFF Hessian Labels

MPtrj_labels.tar.gz -  MPTrj Mace-MP Hessian Labels

spice_separated.tar.gz - SPICE subdatasets (lmdb) (Solvated Amino Acids, Molecules with Iodine, DES370K Monomers)

md22.tar.gz - MD22 datasets (lmdb) for buckyball catcher and double wall nanotube. Taken from the JMP repository (see paper).

MPtrj_separated_all_splits.zip -  MPtrj subdatasets (lmdb) filtered by property (Pm3m Spacegroup, Systems with Yttrium, Bandgap >= 5 meV). 

The original data was taken from the SPICE dataset , MPtrj dataset, and  md22 dataset

The repository for the paper, where these datasets can be used, is available at https://github.com/ASK-Berkeley/MLFF-distill.

If you found any of this useful, please consider citing the paper:

@article{amin2025distilling,      title={Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians},      author={Ishan Amin, Sanjeev Raja, and Krishnapriyan, A.S.},      journal={International Conference on Learning Representations 2025},      year={2025},      archivePrefix={arXiv},      eprint={2501.09009},}
DOI: 10.15468/dl.bt8nfk
title: Occurrence Download

description: A dataset containing 4046304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Archilochus colubris (Linnaeus, 1758)"
 ]
}

 The dataset includes 4046304 records from 171 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003420-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e194561
title: Replication Data for: Staggered Difference-in-Differences in Gravity Settings: Revisiting the Effects of Trade Agreements

description: This deposit contains data and code for the article "Staggered Difference-in-Differences in Gravity Settings: Revisiting the Effects of Trade Agreements", in which we nest an extended two-way fixed effect (ETWFE) estimator for staggered difference-in-differences within the structural gravity model. To test the ETWFE, we estimate the effects of regional trade agreements (RTAs). The results suggest that RTA estimates in the current gravity literature may be biased downward (by more than 50% in our sample). Sensitivity analyses confirm the robustness of our main findings and demonstrate the applicability of our methods in different settings. We expect the ETWFE methods to have significant implications for the estimates of other policy variables in the trade literature and for gravity regressions on migration and FDI flows.
description: Bilateral goods trade flows between countries for which data is available. Smallest Geographic Unit: Country
DOI: 10.3886/e194561v1-165481
title: Replication Data for: Staggered Difference-in-Differences in Gravity Settings: Revisiting the Effects of Trade Agreements

description: This deposit contains data and code for the article "Staggered Difference-in-Differences in Gravity Settings: Revisiting the Effects of Trade Agreements", in which we nest an extended two-way fixed effect (ETWFE) estimator for staggered difference-in-differences within the structural gravity model. To test the ETWFE, we estimate the effects of regional trade agreements (RTAs). The results suggest that RTA estimates in the current gravity literature may be biased downward (by more than 50% in our sample). Sensitivity analyses confirm the robustness of our main findings and demonstrate the applicability of our methods in different settings. We expect the ETWFE methods to have significant implications for the estimates of other policy variables in the trade literature and for gravity regressions on migration and FDI flows.
description: Bilateral goods trade flows between countries for which data is available. Smallest Geographic Unit: Country
DOI: 10.15468/dl.kk4f4g
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is MIZ PAS Zoological Collections",
 "TaxonKey is Batocera hercules Boisduval, 1835"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003425-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/7atw-ge03
title: 5G/6G spectrum Ray Tracing Data for Diffraction aided Positioning 

description: We created this dataset to study Outdoor-to-Indoor (O2I) signal propagation using four UAV transmitters and 17,485 receivers positioned inside the building. For each receiver location and transmitter, we generated up to 25 multipath components by simulating six transmissions, six reflections, one diffraction, and diffused multipath (comprising two transmissions and one diffraction) using Remcom's Wireless InSite. The simulations were conducted with APG acceleration enabled, covering 5G/6G spectrum consisting of frequencies of 0.8 GHz, 2.4 GHz, 5.8 GHz, 8 GHz, 10 GHz, 15 GHz, 28 GHz, 37 GHz, and 48 GHz. The transmit power was set to 30 dBm. For each propagation path, we provide time of flight, 2D angle of arrival, 2D angle of departure, signal strength, interaction summary, number of interactions, and interaction points.
DOI: 10.5281/zenodo.14759924
title: Database used to analyse the influence of parameters in footbal players reaction time
DOI: 10.5281/zenodo.14759925
title: Database used to analyse the influence of parameters in footbal players reaction time
DOI: 10.25919/bzag-6w95
title: Au Nanoparticle Data Set

description: This is a set of gold nanoparticle FINAL CONFIGURATIONS, for use in data driven studies. These structures have been optimized (fully relaxed) using Density Functional Tight Binding. Sizes range from 13 atoms to 2478 atoms, with a variety of shapes as described in the accompanying metadata file.

All files are in XYZ format, and the naming convention is defined in the accompanying spreadsheet that lists all of the structural, statistical and energetic properties, as well as in the meta data file. This spreadsheet and meta data file is available in the Supporting Attachments.
DOI: 10.6084/m9.figshare.28089815
title: Amazon Basin data and code to replicate analyses

description: Spatial datasets and scripts used in the paper "<i>Indigenous Territories and Protected Areas are crucial for ecosystem connectivity in the Amazon Basin</i>" by Camila D. Ritter, Jesús Muñoz, Arielli F. Machado, James S. Albert, Camila C. Ribas, Ana C. Carnaval, Carmen Ulloa Ulloa, Juan D. Carrillo, Hanna Tuomisto, Dolors Armenteras, Juan M. Guayasamin, sent for publication to PNAS.
DOI: 10.6084/m9.figshare.21965846
title: Concatenated alignment

description: Concatenated alignment dataset including COI, 12S-rDNA,16S-rDNA, 18S-rDNA, 28S-rDNA, and ITS-rDNA.
DOI: 10.15468/dl.d7bhj3
title: Occurrence Download

description: A dataset containing 24631 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset includes 24631 records from 402 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003426-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/e89-d1d-9kx
title: Didymosphaeria kunzei Niessl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qk6-pks-1y2
title: Echidnodes mammeae R. W. Ryan

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4n8-rmk-55w
title: Pseudevernia furfuracea var. ceratea (Ach.) D. Hawksw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rws-fgv-yfl
title: Flavocetraria cucullata (Bellardi) Kärnefelt & A. Thell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v3x-tzh-tzw
title: Cryptodidymosphaeria clandestina Syd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5c1-scl-tbl
title: Cladonia macroceras (Delise) Ahti

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cxs-bky-c5e
title: Calostilbe ledermannii Syd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fr7-8c3-e68
title: Pertusaria corallina (L.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x00-fk0-m1c
title: Ceratostoma fuscellum P. Karst.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y2x-k90-6vg
title: Dactylospora stygia var. striata Hafellner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4ff-pw4-8ts
title: Catharinia gaubae Petr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/61r-3ty-dnm
title: Echidnodella melastomacearum R. W. Ryan

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q7s-f8t-g82
title: Cladonia furcata (Huds.) Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q8j-8hv-623
title: Rhizocarpon polycarpum (Hepp) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/81n-37m-661
title: Flavocetraria cucullata (Bellardi) Kärnefelt & A. Thell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d2m-m1d-98f
title: Catacauma dalbergiicola var. philippinensis Theiss. & Syd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yat-g2s-298
title: Calonectria blumenaviae Henn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7v2-3gz-yy4
title: Lecanora varia (Hoffm.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cq8-x1e-1pr
title: Ochrolechia alboflavescens (Wulfen) Zahlbr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ycl-8qv-590
title: Calonectria ferruginea Rehm

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/edv-r5d-k77
title: Cladonia uncialis subsp. biuncialis (Hoffm.) M. Choisy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r3h-pbc-l5t
title: Calonectria hoehnelii Rehm

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wg5-jnv-1w5
title: Ceratostoma subrostratum P. Karst.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/29e-9td-xq3
title: Pertusaria corallina (L.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ak1-vmg-pqw
title: Cladonia arbuscula subsp. mitis

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x3a-x6z-8pl
title: Rimularia furvella (Nyl. ex Mudd) Hertel & Rambold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2gb-tst-lzz
title: Hypogymnia bitteri (Lynge) Ahti

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hlz-mlt-6tk
title: Echidnodella fourcroyae R. W. Ryan

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5kz-zb8-n4p
title: Letharia vulpina (L.) Hue

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7e0-heg-ctb
title: Diaporthe tami Speg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fcd-g4w-hll
title: Cochliobolus cymbopogonis J. A. Hall & Sivan.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qjd-r8g-ctz
title: Pertusaria corallina (L.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f5l-0c4-yre
title: Cladonia rangiferina (L.) Weber ex F. H. Wigg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hes-1ea-rnx
title: Dimeriella terrieri Petr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pgx-qvd-t4t
title: Umbilicaria crustulosa (Ach.) Frey

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0w0-bgw-6s0
title: Diaporthe raveneliana Thüm. & Rehm

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/awa-jpp-nhl
title: Dactylospora rhododendri Remler

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v42-lh8-3hx
title: Chaetothyrium griseolum L. R. Fraser

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/402-w8q-hlt
title: Diaporthe genistae Ade

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ebt-cnf-8hm
title: Thamnolia vermicularis var. vermicularis (Sw.) Schaer.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fx8-tdf-wdq
title: Clypeolella salaciae Hansf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/558-hq2-r4a
title: Echidnodes bromeliae R. W. Ryan

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9f0-h5g-c8n
title: Chaetothyrium fusisporum L. R. Fraser

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h1w-enj-amx
title: Calolepis congesta Syd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6mz-5d2-5yc
title: Stereum sanguinolentum subsp. rigens P. Karst.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f3h-21b-7g2
title: Cocconia styracis Petr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nmj-npb-mvz
title: Flavocetraria cucullata (Bellardi) Kärnefelt & A. Thell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0z2-krc-kfl
title: Cetraria ericetorum Opiz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/clz-s2t-7wv
title: Pertusaria dactylina (Ach.) Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f65-aw9-blk
title: Dialacenium landolphiae Hansf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0yg-2c2-vk1
title: Squamarina cartilaginea var. cartilaginea (With.) P. James

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n2f-z7c-7kc
title: Dactylospora protothallina (Anzi) Hafellner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/36v-svm-xns
title: Ochrolechia oregonensis H. Magn.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3pr-0az-s2c
title: Lecanora muralis (Schreb.) Rabenh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j91-apt-pfv
title: Teloschistes contortuplicatus (Ach.) Clauzade & Rondon

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0pl-gb4-7sj
title: Cladonia rangiferina (L.) Weber ex F. H. Wigg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qhn-vnp-rb2
title: Porpidia crustulata (Zahlbr.) Hertel & A. J. Schwab

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rp0-0qn-1kw
title: Candelaria concolor (Dicks.) Stein

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/52r-92w-xqm
title: Cetraria muricata (Ach.) Eckfeldt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9ly-jnk-lxx
title: Fuscopannaria incisa (Müll. Arg.) P. M. Jørg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cs1-802-ae3
title: Leptogium lichenoides (L.) Zahlbr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qac-v67-mdl
title: Lecanora horiza (Ach.) Linds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4y4-gtt-6xh
title: Platismatia glauca (L.) W. L. Culb. & C. F. Culb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g4z-5vc-hmr
title: Lecidella Körb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y8s-q4a-x2b
title: Porpidia macrocarpa (DC.) Hertel & A. J. Schwab

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/88b-46s-9tw
title: Cladonia gracilis subsp. elongata (Wulfen) Vain.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jsk-kbh-3t1
title: Melanelia fuliginosa (Fr. ex Duby) Essl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q15-7ns-22r
title: Cladonia rangiferina (L.) Weber ex F. H. Wigg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gpv-89n-etq
title: Usnea intermedia (A. Massal.) Jatta

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r1e-0z2-szm
title: Alectoria ochroleuca (Hoffm.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z3q-4ss-zzk
title: Cladonia macroceras (Delise) Ahti

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2l7-ndh-9bh
title: Pertusaria corallina (L.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mp0-zyt-5bt
title: Cladonia singularis S. Hammer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/45q-a7m-sbj
title: Cladonia gracilis var. gracilis (L.) Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7yt-s6e-ack
title: Pertusaria subobducens Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pm0-vnz-bf7
title: Cladonia squamosa (Scop.) Hoffm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3vs-pap-57w
title: Cladonia singularis S. Hammer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n0d-b8t-v6x
title: Polychidium dendriscum (Nyl.) Henssen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xs2-lvp-h03
title: Thamnolia vermicularis var. vermicularis (Sw.) Schaer.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qf6-3z0-jw3
title: Flavocetraria cucullata (Bellardi) Kärnefelt & A. Thell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tze-cjc-3qn
title: Lecanora polytropa (Ehrh.) Rabenh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ybr-n28-mnh
title: Pseudevernia furfuracea var. ceratea (Ach.) D. Hawksw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9mt-f43-18n
title: Cladonia uncialis subsp. biuncialis (Hoffm.) M. Choisy

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/klt-x2p-dx3
title: Melanelia subaurifera (Nyl.) Essl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m6h-fsh-szc
title: Biatora toensbergii Holien & Printzen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7j7-35n-5kl
title: Collema ligerinum (Hy) Harm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qjl-d5j-pdt
title: Lecidella Körb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wsm-yaq-2az
title: Vulpicida pinastri (Scop.) J.-E. Mattsson & M. J. Lai

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2ng-x5g-g9a
title: Melanelia glabra (Schaer.) Essl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6ka-0e1-e25
title: Cladonia furcata (Huds.) Schrad.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8fd-swe-45h
title: Cladonia gracilis var. gracilis (L.) Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2my-b7l-9n4
title: Xanthoria polycarpa (Hoffm.) Th. Fr. ex Rieber

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gqx-27q-n6b
title: Fuscopannaria confusa (P. M. Jørg.) P. M. Jørg.

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