cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25505/fiz.icsd.cc260snp
title: CSD 2026552: Experimental Crystal Structure Determination

description: Related Article: Ceren Kutahyali Aslani, Vladislav V. Klepov, Hans-Conrad zur Loye|2020|J.Solid State Chem.|294|121833|doi:10.1016/j.jssc.2020.121833
description: Related Article: Ceren Kutahyali Aslani, Vladislav V. Klepov, Hans-Conrad Zur Loye|2021|J.Solid State Chem.|294|121833|doi:10.1016/j.jssc.2020.121833
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc260srs
title: CCDC 2026555: Experimental Crystal Structure Determination

description: Related Article: Yasufumi Fuchi, Hirotaka Murase, Ryosuke Kai, Kakeru Kurata, Satoru Karasawa, Shigeki Sasaki|2021|Bioconjugate Chem.|32|385|doi:10.1021/acs.bioconjchem.1c00012
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.cc260sxy
title: CCDC 2026560: Experimental Crystal Structure Determination

description: Related Article: Ya-Juan Li, Ruo-Nan Bian, Peng Li, Ke-Feng Xie, Wen-Kui Dong|2020|Polyhedron|192|114867|doi:10.1016/j.poly.2020.114867
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.cc260syz
title: CCDC 2026561: Experimental Crystal Structure Determination

description: Related Article: Ya-Juan Li, Ruo-Nan Bian, Peng Li, Ke-Feng Xie, Wen-Kui Dong|2020|Polyhedron|192|114867|doi:10.1016/j.poly.2020.114867
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.cc260sz0
title: CCDC 2026562: Experimental Crystal Structure Determination

description: Related Article: Ya-Juan Li, Ruo-Nan Bian, Peng Li, Ke-Feng Xie, Wen-Kui Dong|2020|Polyhedron|192|114867|doi:10.1016/j.poly.2020.114867
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.cc260t46
title: CCDC 2026567: Experimental Crystal Structure Determination

description: Related Article:  Min Chen, Lian-Sheng Duan, Yuan-Zhen Liu|2021|Mendeleev Commun.|31|62|doi:10.1016/j.mencom.2021.01.018
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.cc260t57
title: CCDC 2026568: Experimental Crystal Structure Determination

description: Related Article: Yong-Liang Su, Linh Tram, Daniel Wherritt, Hadi Arman, Wendell P. Griffith, Michael P. Doyle|2020|ACS Catalysis|10|13682|doi:10.1021/acscatal.0c04243
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.cc260t68
title: CCDC 2026569: Experimental Crystal Structure Determination

description: Related Article: Yong-Liang Su, Linh Tram, Daniel Wherritt, Hadi Arman, Wendell P. Griffith, Michael P. Doyle|2020|ACS Catalysis|10|13682|doi:10.1021/acscatal.0c04243
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.cc260t8b
title: CCDC 2026571: Experimental Crystal Structure Determination

description: Related Article: Wenxiu Zhang,  Lili Hao,  Xiaoya Qin,  Jiguo Huang,  Ruiyun Yang,  Jun Li,  Xishan Huang|2021|Nat.Prod.Res.|37|1|doi:10.1080/14786419.2021.1977298
description: Related Article: xishan huang|2021|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.cc260vhl
title: CCDC 2026609: Experimental Crystal Structure Determination

description: Related Article: Xiao-Dong Huang, Jiong-Jia Cheng, Cheng-Long Tao, Jian Wang, Wang Xiao-Feng, Gang Wu, Guang-Xiang Liu|2022|Wuji Huaxue Xuebao|38|559|doi:10.11862/CJIC.2022.053
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: 10.5281/zenodo.17440943
title: Analysis of Adversarial Examples in Trained Neural Network Classifiers

description: This dataset accompanies the article “Analysis of Adversarial Examples in Trained Neural Network Classifiers”  (2025).

Deep learning models have achieved remarkable success across various domains, yet they remain vulnerable to adversarial examples — small, carefully crafted perturbations of input data that lead to incorrect predictions. This project explores the behavior of neural network architectures under adversarial attacks and provides all resources necessary for reproducing and extending the experiments presented in the paper.

The repository contains:





Trained neural network models – including fully connected, convolutional, and residual networks (ResNet)




Adversarial examples generated using four attack types constrained by different Lp norms




Computed distances and manifold projections between clean and adversarial samples across layers




Nearest-neighbor analyses and dimensionality-reduction data (e.g., PCA results)



These materials support the paper’s investigation into where and how misclassifications occur within network architectures and provide quantitative and qualitative insight into model robustness.

The data were generated using PyTorch, and all scripts are available athttps://github.com/JPolasko/Adversarial-Attack-visualization.

Contents





/networks/ – pretrained networks for different datasets


/data/ –  different datasets 



/adversarials/ – generated adversarial inputs




/distances/ – computed layer-wise distances and similarity metrics




/visualizations/ – PCA, t-SNE, and projection data for visualization
DOI: 10.5517/ccdc.csd.cc260vnr
title: CCDC 2026614: Experimental Crystal Structure Determination

description: Related Article: Yunhui Zhao, Yueyang Luo, Jun Liu, Changwu Zheng, Gang Zhao|2023|Chem.-Eur.J.|29||doi:10.1002/chem.202302061
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.cc260w04
title: CCDC 2026625: Experimental Crystal Structure Determination

description: Related Article: Bo Li, Wen-Xin Duan, Shan-Shan Liu, Yu-Jie Jin, Li-Ya Wang|2023|J.Cluster Sci.|34|479|doi:10.1007/s10876-022-02242-5
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.6k53y7
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalius peloponensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-26.542322 25.637500, 53.987701 25.637500, 53.987701 73.184014, -26.542322 73.184014, -26.542322 25.637500))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056397-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc260w15
title: CCDC 2026626: Experimental Crystal Structure Determination

description: Related Article: Bo Li, Wen-Xin Duan, Shan-Shan Liu, Yu-Jie Jin, Li-Ya Wang|2023|J.Cluster Sci.|34|479|doi:10.1007/s10876-022-02242-5
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.cc260y6d
title: CCDC 2026693: Experimental Crystal Structure Determination

description: Related Article: Pavel A. Demakov, Sergey S. Volynkin, Denis G. Samsonenko, Vladimir P. Fedin, Danil N. Dybtsev|2020|Molecules|25|4396|doi:10.3390/molecules25194396
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.cc260y7f
title: CCDC 2026694: Experimental Crystal Structure Determination

description: Related Article: Xiangfeng Lai, Chao Che|2020|ACS Omega|5|21968|doi:10.1021/acsomega.0c03589
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.cc260yfm
title: CCDC 2026700: Experimental Crystal Structure Determination

description: Related Article: Chaochao Wang, Hui Liu, Wei Zhao, Pan Li, Lusha Ji, Renmin Liu, Kang Lei, Xiaohua Xu|2021|Youji Huaxue|41|2063|doi:10.6023/cjoc202010042
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.cc260yhp
title: CCDC 2026702: Experimental Crystal Structure Determination

description: Related Article: Malla Reddy Gannarapu, Takanori Imai, Kentaro Iwaki, Seiji Tsuzuki, Norio Shibata|2021|Communications Chemistry|4|158|doi:10.1038/s42004-021-00596-x
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.cc260yjq
title: CCDC 2026703: Experimental Crystal Structure Determination

description: Related Article: Malla Reddy Gannarapu, Takanori Imai, Kentaro Iwaki, Seiji Tsuzuki, Norio Shibata|2021|Communications Chemistry|4|158|doi:10.1038/s42004-021-00596-x
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.cc260ykr
title: CCDC 2026704: Experimental Crystal Structure Determination

description: Related Article: Malla Reddy Gannarapu, Takanori Imai, Kentaro Iwaki, Seiji Tsuzuki, Norio Shibata|2021|Communications Chemistry|4|158|doi:10.1038/s42004-021-00596-x
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.cc260yls
title: CCDC 2026705: Experimental Crystal Structure Determination

description: Related Article: Malla Reddy Gannarapu, Takanori Imai, Kentaro Iwaki, Seiji Tsuzuki, Norio Shibata|2021|Communications Chemistry|4|158|doi:10.1038/s42004-021-00596-x
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.cc260ymt
title: CCDC 2026706: Experimental Crystal Structure Determination

description: Related Article: Tao Wu, Xin-Jian Yan, Tian-Rong Yang, Yun-Fen Wang, Jing-Yi He, Yang Feng, Li-Hua Su, Hao Chen, Min Xu|2022|Molecules|27|2023|doi:10.3390/molecules27062023
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.cc260ynv
title: CCDC 2026707: Experimental Crystal Structure Determination

description: Related Article: Hong Zhang, Rong-Hong Zhang, Xiang-Ming Liao, Dan Yang, Yu-Chan Wang, Yong-Long Zhao, Guo-Bo Xu, Chun-Hua Liu, Yong-Jun Li, Shang-Gao Liao, Meng Zhou|2021|J.Med.Chem.|64|9166|doi:10.1021/acs.jmedchem.1c00384
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: 10.25505/fiz.icsd.cc260z29
title: CSD 2026720: Experimental Crystal Structure Determination

description: Related Article: Satoshi Ogawa, Yasuyo Ogino, Masao Yonemura, Toshiharu Fukunaga, Hisao Kiuchi, Kei Nakayama, Ryo Ishikawa, Yuichi Ikuhara, Yoshihiro Doi, Kenta Suzuki, Miwa Saito, Teruki Motohashi|2020|Chem.Mater.|32|6847|doi:10.1021/acs.chemmater.0c01010
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc260z3b
title: CSD 2026721: Experimental Crystal Structure Determination

description: Related Article: Satoshi Ogawa, Yasuyo Ogino, Masao Yonemura, Toshiharu Fukunaga, Hisao Kiuchi, Kei Nakayama, Ryo Ishikawa, Yuichi Ikuhara, Yoshihiro Doi, Kenta Suzuki, Miwa Saito, Teruki Motohashi|2020|Chem.Mater.|32|6847|doi:10.1021/acs.chemmater.0c01010
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc260z4c
title: CSD 2026722: Experimental Crystal Structure Determination

description: Related Article: Satoshi Ogawa, Yasuyo Ogino, Masao Yonemura, Toshiharu Fukunaga, Hisao Kiuchi, Kei Nakayama, Ryo Ishikawa, Yuichi Ikuhara, Yoshihiro Doi, Kenta Suzuki, Miwa Saito, Teruki Motohashi|2020|Chem.Mater.|32|6847|doi:10.1021/acs.chemmater.0c01010
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc26106h
title: CCDC 2026755: Experimental Crystal Structure Determination

description: Related Article: Volker Lorenz,  Phil Liebing,  Liane Hilfert,  Lea Schröder,  Frank T. Edelmann|2020|Z.Anorg.Allg.Chem.|646|1854|doi:10.1002/zaac.202000356
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.cc26107j
title: CCDC 2026756: Experimental Crystal Structure Determination

description: Related Article: Volker Lorenz,  Phil Liebing,  Liane Hilfert,  Lea Schröder,  Frank T. Edelmann|2020|Z.Anorg.Allg.Chem.|646|1854|doi:10.1002/zaac.202000356
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.cc26108k
title: CCDC 2026757: Experimental Crystal Structure Determination

description: Related Article: Volker Lorenz,  Phil Liebing,  Liane Hilfert,  Lea Schröder,  Frank T. Edelmann|2020|Z.Anorg.Allg.Chem.|646|1854|doi:10.1002/zaac.202000356
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.kzr6xs
title: Occurrence Download

description: A dataset containing 14737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fungi)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-105 30,-97.5 30,-97.5 37.5,-105 37.5,-105 30))"
 ]
}

 The dataset includes 14737 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056393-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc26109l
title: CCDC 2026758: Experimental Crystal Structure Determination

description: Related Article: Volker Lorenz,  Phil Liebing,  Liane Hilfert,  Lea Schröder,  Frank T. Edelmann|2020|Z.Anorg.Allg.Chem.|646|1854|doi:10.1002/zaac.202000356
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.cc2610hs
title: CCDC 2026764: Experimental Crystal Structure Determination

description: Related Article: Leonardo Silva, Emanoel Hottes, Ari da Silva, Luan Freire, Guilherme Guedes, Aurélio Ferreira|2021|J.Braz.Chem.Soc.|||doi:10.21577/0103-5053.20210003
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.cc26112d
title: CCDC 2026782: Experimental Crystal Structure Determination

description: Related Article: Mohamed Yahya, Deniz Çakmaz, Sylvain Achelle, Estelle le Gall, Ertan Şahin, Zeynel Seferoğlu|2021|J.Photochem.Photobiol.A:Chem.|416|113311|doi:10.1016/j.jphotochem.2021.113311
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.