cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11480106
title: Towards Neural Scaling Laws for Foundation Models on Temporal Graphs

description: Datasets provided in this storage are introduced in the paper: Towards Neural Scaling Laws for Foundation Models on Temporal Graphs



Each .csv file represents all transactions of the token network that has the same name as the file name (<tokenname.csv>)

Each transaction corresponds to a row in each file.

Each transaction has:



 blockNumber :  is the block ID of Ethereum that includes this transaction

timestamp: time that the transaction is made in UNIX timestamp format

tokenAddress : the address that specifies a unique ERC20 token

from: address of sender

to: address of receiver

value: the amount the transaction

fileBlock: we split the whole number of blocks count to 35 buckets and assigned the bucket ID to the transaction to trace the blocks 



To use the same setting as described in the papers, we include edge list and label that contain node interactions and labels for each snapshot in each token network.



Each transaction in the edge list also has "from","to" and "amount" fields, but with an additional "snapshot" field to indicate the index of the snapshot that the transaction below to

Each row in label file indicates the ground truth label of the snapshot having an index corresponding to the index of the row (e.g first row indicates the label of the first snapshot)

We provided the way to generate edge lists and label files in the following Github repository: https://github.com/benjaminnNgo/ScalingTGNs/blob/main/script/utils/TGS.py



However, we also provide raw .csv  to divide into generate edgeslist and label with a different setting.
description: The field of temporal graph learning aims to learn from evolving network data to forecast future interactions. Given a collection of observed temporal graphs, is it possible to predict the evolution of an unseen network from the same domain?To answer this question, we first present the Temporal Graph Scaling(TGS) dataset, a large collection of temporal graphs, consisting of eighty-four ERC20 token transaction networks collected from 2017 to 2023. Next, we evaluate the transferability of Temporal Graph Neural Networks(TGNNs) for the temporal graph property prediction task by pre-training on a collection of up to sixty-four token transaction networks and then evaluate their downstream performance on twenty unseen token types. We observe that the neural scaling law observed in NLP and Computer Vision also applies in temporal graph learning where pre-training on more networks and more parameters leads to better downstream performance. To the best of our knowledge, this is the first time that the transferability of temporal graphs has been shown empirically. Notably, on the downstream token networks, the largest pre-trained model outperforms fine-tuned TGNNs on thirteen unseen test networks. Therefore, we believe this is a promising first step towards building foundation models for temporal graphs. The code and datasets are publicly available at https://github.com/benjaminnNgo/ScalingTGNs under MIT licence.
DOI: 10.15468/dl.kqdyud
title: Occurrence Download

description: A dataset listing the 3275858 species recorded in GBIF matching the query:
{ }

 The dataset's 3275858 records were derived from 29304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027609-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqnd7w
title: Occurrence Download

description: A dataset containing 5386 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juniperus monosperma"
 ]
}

 The dataset includes 5386 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006756-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5g6nhx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"BRA.13.640_2","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006759-260108223611665/datasets/export for details.
DOI: 10.6084/m9.figshare.29148773
title: eqnorm-mptrj-0.9 geometry optimization results

description: geometry optimization: eqnorm/eqnorm/2025-05-26-wbm-IS2RE-FIRE.json.gz
DOI: 10.6084/m9.figshare.29148773.v1
title: eqnorm matbench discovery results

description: geometry optimization: eqnorm/eqnorm/2025-05-26-wbm-IS2RE-FIRE.json.gzdiscovery: eqnorm/eqnorm/2025-05-26-wbm-IS2RE.csv.gzphonons: eqnorm/eqnorm/2025-05-26-kappa-103-FIRE-dist=0.03-fmax=1e-4-symprec=1e-5.json.gz
DOI: 10.6084/m9.figshare.29148773.v2
title: eqnorm-mptrj-0.9 geometry optimization results

description: geometry optimization: eqnorm/eqnorm/2025-05-26-wbm-IS2RE-FIRE.json.gz
DOI: 10.5517/ccdc.csd.cc2nw9sn
title: CCDC 2469112: Experimental Crystal Structure Determination

description: Related Article: Wen Cheng, Mengfan Li, Hao Tang, Yuxi Wang, Qiurou Yu, Xiaoli Bao, Yunhui Zhao, Weiyin Yi|2026|Org.Biomol.Chem.|||doi:10.1039/d5ob01962a
description: Related Article: Wen Cheng|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2pl0my
title: CCDC 2489970: Experimental Crystal Structure Determination

description: Related Article: Huanyi Qiu, Jingxi Fang, Mingyan Guan, Surong Xie, Xi Chen, Qiuqi Zhang, Zhentao Pan, Yongmin Ma|2026|Org.Biomol.Chem.|||doi:10.1039/d5ob01941a
description: Related Article: Zhentao pan|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.8mdgqd
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pamphalea commersonii",
 "Year 1982-2026"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027814-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98wkpm
title: Occurrence Download

description: A dataset containing 625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Melaleuca alternifolia"
 ]
}

 The dataset includes 625 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027816-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60807/ck6g3q46p03b
title: 1st [Stylized floral design with frame overlay]
DOI: 10.15468/dl.tukaxv
title: Occurrence Download

description: A dataset containing 120941 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Melitaea cinxia"
 ]
}

 The dataset includes 120941 records from 1915 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027769-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc5f38y
title: CCDC 161549: Experimental Crystal Structure Determination

description: Related Article: F.A.Cotton, J.P.Donahue, Chun Lin, C.A.Murillo|2001|Inorg.Chem.|40|1234|doi:10.1021/ic000934o
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4lzvj
title: CCDC 137418: Experimental Crystal Structure Determination

description: Related Article: H.Seino, Y.Mizobe, M.Hidai|2000|Bull.Chem.Soc.Jpn.|73|631|doi:10.1246/bcsj.73.631
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4lzwk
title: CCDC 137419: Experimental Crystal Structure Determination

description: Related Article: H.Seino, Y.Mizobe, M.Hidai|2000|Bull.Chem.Soc.Jpn.|73|631|doi:10.1246/bcsj.73.631
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4lzxl
title: CCDC 137420: Experimental Crystal Structure Determination

description: Related Article: H.Seino, Y.Mizobe, M.Hidai|2000|Bull.Chem.Soc.Jpn.|73|631|doi:10.1246/bcsj.73.631
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4w9z8
title: CCDC 145420: Experimental Crystal Structure Determination

description: Related Article: H.Seino, Y.Mizobe, M.Hidai|2000|Bull.Chem.Soc.Jpn.|73|631|doi:10.1246/bcsj.73.631
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4lzym
title: CCDC 137421: Experimental Crystal Structure Determination

description: Related Article: H.Seino, Y.Mizobe, M.Hidai|2000|Bull.Chem.Soc.Jpn.|73|631|doi:10.1246/bcsj.73.631
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5f5sj
title: CCDC 161627: Experimental Crystal Structure Determination

description: Related Article: L.Martin, S.S.Turner, P.Day, P.Guionneau, J.A.K.Howard, D.E.Hibbs, M.E.Light, M.B.Hursthouse, M.Uruichi, K.Yakushi|2001|Inorg.Chem.|40|1363|doi:10.1021/ic001193u
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5f5tk
title: CCDC 161628: Experimental Crystal Structure Determination

description: Related Article: L.Martin, S.S.Turner, P.Day, P.Guionneau, J.A.K.Howard, D.E.Hibbs, M.E.Light, M.B.Hursthouse, M.Uruichi, K.Yakushi|2001|Inorg.Chem.|40|1363|doi:10.1021/ic001193u
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc59v2c
title: CCDC 158412: Experimental Crystal Structure Determination

description: Related Article: L.Cronin, S.J.Clark, S.Parsons, T.Nakamura, N.Robertson|2001|J.Chem.Soc.,Dalton Trans.||1347|doi:10.1039/b008299f
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc59v3d
title: CCDC 158413: Experimental Crystal Structure Determination

description: Related Article: L.Cronin, S.J.Clark, S.Parsons, T.Nakamura, N.Robertson|2001|J.Chem.Soc.,Dalton Trans.||1347|doi:10.1039/b008299f
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc59v4f
title: CCDC 158414: Experimental Crystal Structure Determination

description: Related Article: L.Cronin, S.J.Clark, S.Parsons, T.Nakamura, N.Robertson|2001|J.Chem.Soc.,Dalton Trans.||1347|doi:10.1039/b008299f
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc59v5g
title: CCDC 158415: Experimental Crystal Structure Determination

description: Related Article: L.Cronin, S.J.Clark, S.Parsons, T.Nakamura, N.Robertson|2001|J.Chem.Soc.,Dalton Trans.||1347|doi:10.1039/b008299f
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc54s8b
title: CCDC 153551: Experimental Crystal Structure Determination

description: Related Article: Quan-Ming Wang, T.C.W.Mak|2001|Chem.Commun.||807|doi:10.1039/b009765i
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc566bw
title: CCDC 154917: Experimental Crystal Structure Determination

description: Related Article: M.S.Kirkham, M.F.Mahon, M.K.Whittlesey|2001|Chem.Commun.||813|doi:10.1039/b009862k
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc566cx
title: CCDC 154918: Experimental Crystal Structure Determination

description: Related Article: M.S.Kirkham, M.F.Mahon, M.K.Whittlesey|2001|Chem.Commun.||813|doi:10.1039/b009862k
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc58dld
title: CCDC 157033: Experimental Crystal Structure Determination

description: Related Article: J.Y.Lu, A.M.Babb|2001|Chem.Commun.||821|doi:10.1039/b100634g
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc57zcq
title: CCDC 156623: Experimental Crystal Structure Determination

description: Related Article: Chi Zhang, Yinglin Song, B.M.Fung, Ziling Xue, Xinquan Xin|2001|Chem.Commun.||843|doi:10.1039/b100395j
description: Related Article: Chi Zhang, Yinglin Song, F.E.Kuhn, Yuxiao Wang, Hoongkun Fun, Xinquan Xin|2002|J.Mater.Chem.|12|239|doi:10.1039/b103839g
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc57zdr
title: CCDC 156624: Experimental Crystal Structure Determination

description: Related Article: Chi Zhang, Yinglin Song, B.M.Fung, Ziling Xue, Xinquan Xin|2001|Chem.Commun.||843|doi:10.1039/b100395j
description: Related Article: Chi Zhang, Yinglin Song, F.E.Kuhn, Yuxiao Wang, Hoongkun Fun, Xinquan Xin|2002|J.Mater.Chem.|12|239|doi:10.1039/b103839g
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc57zfs
title: CCDC 156625: Experimental Crystal Structure Determination

description: Related Article: Chi Zhang, Yinglin Song, B.M.Fung, Ziling Xue, Xinquan Xin|2001|Chem.Commun.||843|doi:10.1039/b100395j
description: Related Article: Chi Zhang, Yinglin Song, F.E.Kuhn, Yuxiao Wang, Hoongkun Fun, Xinquan Xin|2002|J.Mater.Chem.|12|239|doi:10.1039/b103839g
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc58c5y
title: CCDC 156989: Experimental Crystal Structure Determination

description: Related Article: M.Razavet, S.C.Davies, D.L.Hughes, C.J.Pickett|2001|Chem.Commun.||847|doi:10.1039/b102244j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc59rck
title: CCDC 158328: Experimental Crystal Structure Determination

description: Related Article: C.Archambault, R.Bender, P.Braunstein, S.-E.Bouaoud, D.Rouag, S.Golhen, L.Ouahab|2001|Chem.Commun.||849|doi:10.1039/b101410m
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5dlmr
title: CCDC 161064: Experimental Crystal Structure Determination

description: Related Article: M.Razavet, S.C.Davies, D.L.Hughes, C.J.Pickett|2001|Chem.Commun.||847|doi:10.1039/b102244j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc59rbj
title: CCDC 158327: Experimental Crystal Structure Determination

description: Related Article: C.Archambault, R.Bender, P.Braunstein, S.-E.Bouaoud, D.Rouag, S.Golhen, L.Ouahab|2001|Chem.Commun.||849|doi:10.1039/b101410m
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5db0w
title: CCDC 160797: Experimental Crystal Structure Determination

description: Related Article: M.J.Hardie, N.Malic, C.L.Raston, B.A.Roberts|2001|Chem.Commun.||865|doi:10.1039/b102140k
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5db1x
title: CCDC 160798: Experimental Crystal Structure Determination

description: Related Article: M.J.Hardie, N.Malic, C.L.Raston, B.A.Roberts|2001|Chem.Commun.||865|doi:10.1039/b102140k
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.