cometadata/datacite-rtg-text-other-reclassification-records huggingface dataset:
Abrinus Mulsant et Rey 1867
Creators: name: Plata-Negrache, Dr. Paulino
Publisher: name: Zenodo
Year: 2010
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Coleoptera
Malachiidae
Abrinus

description: Subgénero Abrinus Mulsant et Rey, 1867   Abrinus Mulsant et Rey, 1867: 165.
description: Published as part of Plata-Negrache, Dr. Paulino, 2010, Estudio de la familia Malachiidae Fleming, 1821 (Coleoptera: Cleroidea) en la Comunidad Autónoma de Galicia (N. W. de la Península Ibérica)., pp. 3-80 in Arquivos Entomolóxicos 3 on page 9, DOI: 10.5281/zenodo.12644902
Silpha obscura subsp. obscura Linnaeus 1758
Creators: name: Valcárcel, Javier Pérez
name: Piloña, Fernando Prieto
name: Ruiz-Tapiador, Ildefonso
Publisher: name: Zenodo
Year: 2009
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Coleoptera
Staphylinidae
Silpha
Silpha obscura
Silpha obscura obscura linnaeus, 1758

description: Silpha obscura obscura Linnaeus, 1758   Huesca: Eriste, Sahún, 31TBH91, 06-08-2007, 2 ej. (IRT)
 Lleida: Bossots, VALL d’Arán, 31TCH13, 15-07-2001, 1 ej. (X. Vázquez leg.)
 Lugo: Monte Chao da Poza, 1.404 m., Serra do Rañadoiro, 29TPH63, 13-06-2005, varios ejemplares activos, bajo piedras o alimentándose del cadáver de una culebra (JPV)
description: Published as part of Valcárcel, Javier Pérez, Piloña, Fernando Prieto & Ruiz-Tapiador, Ildefonso, 2009, Fragmenta entomologica. Coleoptera, Familia Silphidae Latreille, 1807. Datos inéditos de sílfidos del Norte y Centro de España., pp. 23-25 in Arquivos Entomolóxicos 1 on page 24, DOI: 10.5281/zenodo.12645003
Additional file 2: Table S2. of The balance between the serum levels of IL-6 and IL-10 cytokines discriminates mild and severe acute pneumonia
Creators: name: Brito, Rita De
name: Lucena-Silva, Norma
name: Leuridan Torres
name: Luna, Carlos
name: JaĂ­Lson Correia
name: Giselia Da Silva
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biophysics
subject: Space Science
subject: 29999 Physical Sciences not elsewhere classified
subject: FOS: Physical sciences
subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Genetics
subject: Molecular Biology
subject: Neuroscience
subject: Ecology
subject: Immunology
subject: FOS: Clinical medicine
subject: Cancer
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: 60506 Virology
subject: Computational Biology

description: Temporal evolution of clinical signs of patients according the pneumonia severity. Comparison of clinical signs inside the severe pneumonia group (Intragroup analysis) between different sampling times showed that changes in corporal temperature, O2 saturation and respiratory frequency were observed only in the eighth day (D8) of hospitalization; while in non-severe pneumonia group changes on corporal temperature and respiratory frequency were observed in the third day (D3) of hospitalization, confirming the delay recovery of severe pneumonia. Intergroup analysis corresponded to the comparison of clinical signs between severe and non-severe pneumonia groups in each time-point and showed significative differences in O2 saturation on D3 and D8 in relation to diagnosis (D0), as expected since it definies disease severity; differences in corporal temperature on D3 and respiratory frequency on D3 and D8 showed to be helpful to distinguish cases with unfavored evolution, since non-severe pneumonia recovery faster. (DOC 62Â kb)
Retention Score: Quantifying Jailbreak Risks for Vision Language Models
Creators: name: Li, Zaitang
name: Chen, Pin-Yu
name: Ho, Tsung-Yi
Publisher: name: arXiv
Year: 2024
Subjects: subject: Artificial Intelligence (cs.AI)
subject: FOS: Computer and information sciences

description: The emergence of Vision-Language Models (VLMs) is a significant advancement in integrating computer vision with Large Language Models (LLMs) to enhance multi-modal machine learning capabilities. However, this progress has also made VLMs vulnerable to sophisticated adversarial attacks, raising concerns about their reliability. The objective of this paper is to assess the resilience of VLMs against jailbreak attacks that can compromise model safety compliance and result in harmful outputs. To evaluate a VLM's ability to maintain its robustness against adversarial input perturbations, we propose a novel metric called the \textbf{Retention Score}. Retention Score is a multi-modal evaluation metric that includes Retention-I and Retention-T scores for quantifying jailbreak risks in visual and textual components of VLMs. Our process involves generating synthetic image-text pairs using a conditional diffusion model. These pairs are then predicted for toxicity score by a VLM alongside a toxicity judgment classifier. By calculating the margin in toxicity scores, we can quantify the robustness of the VLM in an attack-agnostic manner. Our work has four main contributions. First, we prove that Retention Score can serve as a certified robustness metric. Second, we demonstrate that most VLMs with visual components are less robust against jailbreak attacks than the corresponding plain VLMs. Additionally, we evaluate black-box VLM APIs and find that the security settings in Google Gemini significantly affect the score and robustness. Moreover, the robustness of GPT4V is similar to the medium settings of Gemini. Finally, our approach offers a time-efficient alternative to existing adversarial attack methods and provides consistent model robustness rankings when evaluated on VLMs including MiniGPT-4, InstructBLIP, and LLaVA.
description: 14 pages, 8 figures, AAAI 2025
Danae. Bagliori del mito. Editoriale di Engramma n. 178
Creators: name: Bassani, Maddalena; Pedersoli, Alessandra
Publisher: name: La Rivista di Engramma
Year: 2021
Subjects: Danae
the Classical tradition
mythology

description: The tradition of Greek mythology follows complex, sometimes difficult, paths. Not all its myths are given the same attention over time: such is the case of the story of Danaë, relatively neglected. For fear of being killed by his nephew (as prophesied by the oracle of Delphi) Acrisius, king of Argos, decided to lock his daughter in a tower. Under a golden rain, Danaë was ‘loved’ by Zeus and, in her confinement, conceived a son, Perseus. As punishment, Acrisius closed Danaë and the little Perseus in a nailed wooden box that was thrown into the sea. Mother and child saved themselves and the myth has persisted. This issue of Engramma is dedicated to the afterlife of the myth of Danaë: from Greek Antiquity to contemporary art, passing through the Medieval and Modern traditions. It includes contributions by Barbara Baert, Maddalena Bassani, Monica Centanni, Mario Cesarano, Simona Dolari, Gabriella Fényes, Lorenzo Gigante, Elena Pirazzoli, Carlo Sala, Andrea Torre, and Piermario Vescovo.
Additional file 8: of Inversion symmetry of DNA k-mer counts: validity and deviations
Creators: name: Shporer, Sagi
name: Chor, Benny
name: Saharon Rosset
name: Horn, David
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biochemistry
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Sociology
subject: FOS: Sociology
subject: 69999 Biological Sciences not elsewhere classified
subject: 19999 Mathematical Sciences not elsewhere classified
subject: FOS: Mathematics
subject: Developmental Biology

description: Z values for comparison of T and A counts on HG38. (DOCX 21Â kb)
Additional file 1: of A case series of 223 patients with depersonalization-derealization syndrome
Creators: name: Michal, Matthias
name: Adler, Julia
name: JĂśrg Wiltink
name: Reiner, Iris
name: Tschan, Regine
name: WĂślfling, Klaus
name: Weimert, Sabine
name: Tuin, Inka
name: Subic-Wrana, Claudia
name: Beutel, Manfred
name: RĂźdiger Zwerenz
Publisher: name: Figshare
Year: 2016
Subjects: subject: Space Science
subject: Medicine
subject: Molecular Biology
subject: Sociology
subject: FOS: Sociology
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: 19999 Mathematical Sciences not elsewhere classified
subject: FOS: Mathematics
subject: 60506 Virology

description: Additional information about the diagnostic procedure. (DOC 37Â kb)
Chrysis
Creators: name: Rosa, Paolo
name: Wei, Na-Sen
name: Xu, Zai-Fu
Publisher: name: Zenodo
Year: 2016
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Hymenoptera
Chrysididae
Chrysis

description: Chrysis of inaequalis species-group
Chrysis (Pentachrysis) inaequalis species-group: Linsenmaier 1959: 165 (diagnosis). Chrysis inaequalis species-group: Kimsey & Bohart 1991: 320 (key), 349 (diagnosis), 329 (Fig. 107p), 331 (Fig. 108b), 335 (Fig. 109g), 336 (Fig. 110g).
Diagnosis. The Chrysis of inaequalis species-group is diagnosed by the following combination of characters: F1 slender, scapal basin deep, TFC strong and sharply projecting, mesopleuron bidentate or tridentate, T2 and T3 with sharp median carina, apex of T3 with four or six sharp teeth, and punctures on body large and deep.
Description. F1 l/w=3.0–4.0. Scapal basin deep, usually transversely ridged. TFC sharply projecting. MS 1.2– 2.0 MOD. Mesopleuron bidentate or tridentate, and somewhat bulging. Propodeal angle large, sharp and curved behind. T2 and T3 with sharp median carina. T3 with four or six sharp teeth and deep pit row. T3 transversely bulging before pit row. Black spots on S2 indistinct, fused or nearly so.
Biology. Parasitoids of Eumeninae (Hymenoptera, Vespidae): Odynerus sp. (Berland & Bernard 1938) and Eumenes coarctatus (Linnaeus, 1758) (Kunz 1994).
Species included. Chrysis inaequalis Dahlbom, 1845, C. mysticalis Linsenmaier, 1959, C. placida Mocsáry, 1879, and C. extraordinaria Rosa, Wei & Xu, sp. nov..
Distribution. Palaearctic and Oriental Regions.
Remarks. Linsenmaier (1959) included inaequalis species-group into the subgenus Chrysis (Pentachrysis) due to the following combination of characters: elongated F1, sharp TFC, dentate mesopleuron, transverse bulge before pit row and body punctuation. Kimsey & Bohart (1991) placed this species-group in the genus Chrysis and not Pentachrysis (raised to genus rank) due to the four teeth on the apex of T3 and differences in male terminalia. Nevertheless, all males from the genus Pentachrysis (P. admiranda (Mocsáry, 1889), P. amoena (Eversmann, 1857), P. arrogans (Mocsáry, 1889), P. goliath (Abeille de Perrin, 1878), P. seminigra (Walker, 1871), P. zharptitza (Semenov, 1912)) have four sharp teeth and a very small median denticle, and similar genitalia to species from the C. inaequalis group (Linsenmaier 1959: Figs. 405–408). The small differences in the apical margin of T3 observed by Kimsey & Bohart (1991) do not clarify whether the C. inaequalis species-group could be more related to the genus Pentachrysis rather than to Chrysis s. str. and only molecular analysis will clarify the real systematic position of this species-group.
description: Published as part of Rosa, Paolo, Wei, Na-Sen & Xu, Zai-Fu, 2016, The inaequalis species-group (Hymenoptera, Chrysididae, Chrysis) in China, with description of a new species, pp. 373-380 in Zootaxa 4193 (2) on page 374, DOI: 10.11646/zootaxa.4193.2.11, http://zenodo.org/record/166986
MOESM5 of Post-deployment effectiveness of malaria control interventions on Plasmodium infections in Madagascar: a comprehensive phase IV assessment
Creators: name: Kesteman, Thomas
name: Milijaona Randrianarivelojosia
name: Piola, Patrice
name: Rogier, Christophe
Publisher: name: Figshare
Year: 2016
Subjects: subject: Medicine
subject: Molecular Biology
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Science Policy
subject: Computational Biology

description: Additional file 5. Multivariate models IPTp.
Additional file 6: Table S6. of Transcriptome profiling of grapevine seedless segregants during berry development reveals candidate genes associated with berry weight
Creators: name: Muñoz-Espinoza, Claudia
name: Genova, Alex Di
name: Correa, José
name: Silva, Romina
name: Maass, Alejandro
name: González-Agüero, Mauricio
name: Orellana, Ariel
name: Hinrichsen, Patricio
Publisher: name: Figshare
Year: 2016
Subjects: subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Plant Biology

description: Differentially expressed (DE) genes identified in the comparison between LB and SB segregants, in the FST stage (Cuffdiff2, p
Hesperis pycnotricha Borbas et Degen
Creators: name: Rūrāne, Ieva
Publisher: name: Zenodo
Year: 2015
Subjects: Biodiversity
Taxonomy
Plantae
Tracheophyta
Magnoliopsida
Brassicales
Brassicaceae
Hesperis
Hesperis pycnotricha

description: 2. Hesperis pycnotricha Borbás et Degen
 Hesperis pycnotricha Borbás et Degen, 1902, Magyar Bot. Lapok, 1: 269; P. W. Ball, 1964, Fl. Europ. 1: 276; P. W. Ball, 1993, Fl. Europ. ed. 2, 1: 337.
 Habitat. Roadsides, railway embankments, river shores, waste dumps.
 Distribution in Latvia. Alien species. Rare. Cultivated ornamental plant. Runs in the wild. Mostly distributed in Central Latvia (Fig. 2).
 General distribution. Central Europe, Balkan Peninsula, Western Asia, meridionale to temperate zone.
description: Published as part of Rūrāne, Ieva, 2015, Genus Hesperis L. In The Flora Of Latvia, pp. 343-347 in Acta Biologica Universitatis Daugavpiliensis 15 (2) on page 346, DOI: 10.5281/zenodo.12645070
Additional file 6: Table S6. of Influenza H3N2 infection of the collaborative cross founder strains reveals highly divergent host responses and identifies a unique phenotype in CAST/EiJ mice
Creators: name: Leist, Sarah
name: Pilzner, Carolin
name: Brand, Judith Van Den
name: Dengler, Leonie
name: Geffers, Robert
name: Kuiken, Thijs
name: Balling, Rudi
name: Kollmus, Heike
name: Schughart, Klaus
Publisher: name: Figshare
Year: 2016
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Evolutionary Biology
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: Immunology
subject: FOS: Clinical medicine
subject: 69999 Biological Sciences not elsewhere classified
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: 60506 Virology

description: Average scoring of numbers of granulocytes and alveolar macrophages in C57BL/6Â J, 129S1/SvImJ and CAST/EiJ lungs on day 5 after infection with H3N2 influenza virus from the histopathological study. (DOCX 53Â kb)
Additional file 5: of Inversion symmetry of DNA k-mer counts: validity and deviations
Creators: name: Shporer, Sagi
name: Chor, Benny
name: Saharon Rosset
name: Horn, David
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biophysics
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: 19999 Mathematical Sciences not elsewhere classified
subject: FOS: Mathematics
subject: Hematology
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: 60506 Virology
subject: Computational Biology

description: Values of E2[X] for inverse pairs of k = 2, evaluated over non-overlapping windows (the ordinate specifies the serial number of the window) of length 5 K on chr1. Average value is 0.07. (DOCX 69 kb)
AHMAD ALI FARGʻONIY: MARKAZIY OSIYOLIK ASTRONOM, MATEMATIKA VA GEOGRAFIYA SOHASIDAGI BUYUK OLIM
Creators: name: Iminjonov Xusantoy Oriental universiteti Filologiya tillarni oʻqitish Arab tili filologiyasi fakulteti 308-guruh o'quvchis
Publisher: name: Zenodo
Year: 2024

description: Dunyodagi qator fanlarning rivojiga katta hissa qo`shgan ulug` allomalardan biri IX asrda yashab ijod etgan hamda geografiya, astronomiya, matematika va geometriya fanlari rivojiga salmoqli hissa qo`shgan yurtdoshimiz, G`arb mamlakatlarida Alfraganus nomi bilan mashhur Abul Abbos Ahmad ibn Muhammad Kasir al-Farg`oniydir.
Megaloxantha arcuatifasciata subsp. arcuatifasciata Kurosawa 1978
Creators: name: Barševskis, Arvīds
name: Nabizoda, Shahrijori
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Coleoptera
Buprestidae
Megaloxantha
Megaloxantha arcuatifasciata
Megaloxantha arcuatifasciata arcuatifasciata kurosawa, 1978

description: 1. Megaloxantha arcuatifasciata arcuatifasciata Kurosawa, 1978
 Philippines: Mindanao isl., Bukidnon, 11.2014 (1, local collector leg.); Mindanao, Bukidnon, Cabanglasan, 11.2014 (2, local collector leg.), 10.2014 (1, local collector leg.), 01.2015 (2, local collector leg.), 08.2014 (1, local collector leg.), 09.2014 (4, local collector leg.), 12.2014 (2, local collector leg.).
description: Published as part of Barševskis, Arvīds & Nabizoda, Shahrijori, 2020, New Records Of The Genus Megaloxantha Kerremans, 1902 (Coleoptera: Buprestidae), pp. 197-201 in Acta Biologica Universitatis Daugavpiliensis 20 (2) on page 198, DOI: 10.5281/zenodo.12645146
Additional file 1: of Evaluation of fecal culture and fecal RT-PCR to detect Mycobacterium avium ssp. paratuberculosis fecal shedding in dairy goats and dairy sheep using latent class Bayesian modeling
Creators: name: Bauman, Cathy
name: Jones-Bitton, Andria
name: Jansen, Jocelyn
name: Kelton, David
name: Menzies, Paula
Publisher: name: Figshare
Year: 2016
Subjects: subject: Molecular Biology
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: Ecology
subject: FOS: Biological sciences
subject: Immunology
subject: FOS: Clinical medicine
subject: 69999 Biological Sciences not elsewhere classified
subject: Science Policy
subject: Plant Biology
subject: 60506 Virology

description: WinBUGS dairy goat model code. Bayesian latent class model used to generate the goat test results for this manuscript. (DOCX 13Â kb)
Megaloxantha arcuatifasciata subsp. fujimoriae Endo 1994
Creators: name: Barševskis, Arvīds
name: Nabizoda, Shahrijori
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Coleoptera
Buprestidae
Megaloxantha
Megaloxantha arcuatifasciata
Megaloxantha arcuatifasciata ssp. fujimoriae endo, 1994

description: 2. Megaloxantha arcuatifasciata ssp. fujimoriae Endo, 1994
 Philippines: Eastern Visayas, Nothern Samar, Lope de Vega, 10.2016 (1, local collector leg.), 04.2017 (5, local collector leg.); Eastern Visayas, Samar isl., 08.2013 (1, local collector leg.); Eastern Visayas, Samar, Marabut, 02.2015 (1, local collector leg.).
description: Published as part of Barševskis, Arvīds & Nabizoda, Shahrijori, 2020, New Records Of The Genus Megaloxantha Kerremans, 1902 (Coleoptera: Buprestidae), pp. 197-201 in Acta Biologica Universitatis Daugavpiliensis 20 (2) on page 198, DOI: 10.5281/zenodo.12645146
Chrysis inaequalis
Creators: name: Rosa, Paolo
name: Wei, Na-Sen
name: Xu, Zai-Fu
Publisher: name: Zenodo
Year: 2016
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Hymenoptera
Chrysididae
Chrysis
Chrysis inaequalis

description: Key to Chinese species of the inaequalis species-group
1. Metasoma metallic golden to metallic red (Fig. 1 A, 1E, 1 F); mesopleuron bidentate (Fig. 1 A); apex of T3 with four teeth (Fig. 1 F).............................................................................. C. inaequalis Dahlbom
- Metasoma bicoloured, T1 and T2 metallic red, T3 metallic blue (Fig. 2 A, 2E, 2F); mesopleuron tridentate (Fig. 2 A); apex of T3 with six teeth (Fig. 2 F)......................................................... C. extraordinaria sp. nov.
description: Published as part of Rosa, Paolo, Wei, Na-Sen & Xu, Zai-Fu, 2016, The inaequalis species-group (Hymenoptera, Chrysididae, Chrysis) in China, with description of a new species, pp. 373-380 in Zootaxa 4193 (2) on page 375, DOI: 10.11646/zootaxa.4193.2.11, http://zenodo.org/record/166986
Megaloxantha arcuatifasciata subsp. sakumai Endo 1995
Creators: name: Barševskis, Arvīds
name: Nabizoda, Shahrijori
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Coleoptera
Buprestidae
Megaloxantha
Megaloxantha arcuatifasciata
Megaloxantha arcuatifasciata sakumai endo, 1995

description: 3. Megaloxantha arcuatifasciata sakumai Endo, 1995
 Philippines: Luzon isl., Nueva Vizcaya, Kayapa, 09.2013 (1, local collector leg.).
description: Published as part of Barševskis, Arvīds & Nabizoda, Shahrijori, 2020, New Records Of The Genus Megaloxantha Kerremans, 1902 (Coleoptera: Buprestidae), pp. 197-201 in Acta Biologica Universitatis Daugavpiliensis 20 (2) on page 198, DOI: 10.5281/zenodo.12645146
Additional file 9: Figure S1. of Transcriptome profiling of grapevine seedless segregants during berry development reveals candidate genes associated with berry weight
Creators: name: Muñoz-Espinoza, Claudia
name: Genova, Alex Di
name: Correa, José
name: Silva, Romina
name: Maass, Alejandro
name: González-Agüero, Mauricio
name: Orellana, Ariel
name: Hinrichsen, Patricio
Publisher: name: Figshare
Year: 2016
Subjects: subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: Immunology
subject: FOS: Clinical medicine
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: Science Policy
subject: 111714 Mental Health
subject: FOS: Health sciences
subject: 110309 Infectious Diseases
subject: Computational Biology

description: A, B, C, D, E. GO enrichment of five clusters identified in hierarchical clustering of 526 DE genes, from comparison between LB and SB segregants. A. GO categories over-represented in Cluster 1 (Biological Process); B. GO categories over-represented in Cluster 3 (Biological Process); C. GO categories over-represented in Cluster 4 (Molecular Function); D. GO categories over-represented in Cluster 5 (Biological Process); E. GO categories over-represented in Cluster 5 (Molecular Function). Biological Process and Molecular Function categories are shown, and only significantly over-represented categories were considered (p
THE ROLE AND INFLUENCE OF AL-BUKHARI IN THE MEDIEVAL EASTERN CIVILIZATION
Creators: name: Alijonova Gulnozakhon Associate Professor, Department of History,  Okilova Musharraf Oriental University Philology Language Teaching Student of Group 308, Faculty of Arabic Philology
Publisher: name: Zenodo
Year: 2024

description: This article aims to highlight the importance of the scientific and religious heritage of Imam Bukhari in the medieval Eastern civilization. Imam Bukhari and his work “Sahih al-Bukhari” occupy an important place in the Islamic world as the second source after the Quran. The work was an important source in determining moral directions and forming religious values among Muslims. The article also shows the importance of the scientist’s scientific methods and analytical skills in modern research.

Keywords: Imam Bukhari, Sahih al-Bukhari, scientific methods, hadiths, Eastern civilization, religious heritage
Australatya Chace 1983
Creators: name: Choy, Satish
name: Page, Timothy J.
name: Mos, Benjamin
Publisher: name: Zenodo
Year: 2019
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Malacostraca
Decapoda
Atyidae
Australatya

description: Australatya Chace 1983
Diagnosis. See Han & Klotz (2015).
Remarks. By including Australatya obscura Han & Klotz 2015 into the genus Australatya, Han & Klotz (2015) initially weakened the separation of Australatya from other Atya -like genera. However, by adding two other characters (the sexual dimorphism of the distal segment of the third maxilliped and the presence of a row of teeth-like spiniform setate on the interno-inferior margin of the merus of the third pereiopod) to the diagnosis, Australatya can now be easily distinguished from all other Atya -like genera (such as Atyoida and Atyoida) of the Indo-Pacific region.
description: Published as part of Choy, Satish, Page, Timothy J. & Mos, Benjamin, 2019, Taxonomic revision of the Australian species of Australatya Chace 1983 (Crustacea, Decapoda, Atyidae), and the description of a new species, pp. 366-378 in Zootaxa 4711 (2) on page 367, DOI: 10.11646/zootaxa.4711.2.8, http://zenodo.org/record/3577099
Building transport models from baroclinic wave experimental data
Creators: name: Agaoglou, M.
name: Garcia-Garrido, V. J.
name: Harlander, U.
name: Mancho, A. M.
Publisher: name: arXiv
Year: 2024
Subjects: subject: Chaotic Dynamics (nlin.CD)
subject: Atmospheric and Oceanic Physics (physics.ao-ph)
subject: Fluid Dynamics (physics.flu-dyn)
subject: FOS: Physical sciences

description: In this paper we study baroclinic waves both from the experimental and the theoretical perspective. We obtain data from a rotating annulus experiment capable of producing a series of baroclinic eddies similar to those found in the mid-latitude atmosphere. We analyze the experimental outputs using two methods. First, we apply a technique that involves filtering data using Empirical Orthogonal Function (EOF) analysis, which is applied to both velocity and surface temperature fields. The second method relies on the construction of a simple kinematic model based on key parameters derived from the experimental data. To analyze eddy-driven fluid transport, we apply the method of Lagrangian descriptors to the underlying velocity field, revealing the attracting material curves that act as transport barriers in the system. These structures effectively capture the essential characteristics of the baroclinic flow and the associated transport phenomena. Our results show that these barriers are in good agreement with the transport patterns observed in the rotating annulus experiment. In particular, we observe that the structures obtained from the kinematic model, or the one derived in terms of filtered velocities, perform well in this regard.
description: 17 pages, 10 figures
Additional file 4: of Inversion symmetry of DNA k-mer counts: validity and deviations
Creators: name: Shporer, Sagi
name: Chor, Benny
name: Saharon Rosset
name: Horn, David
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biochemistry
subject: Microbiology
subject: FOS: Biological sciences
subject: Cell Biology
subject: Genetics
subject: Molecular Biology
subject: 19999 Mathematical Sciences not elsewhere classified
subject: FOS: Mathematics
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: Computational Biology

description: Distribution of inverse pairs in a chromosomal section of length 1Mbp drawn from chr 1. Range of Xâ
MOESM1 of Post-deployment effectiveness of malaria control interventions on Plasmodium infections in Madagascar: a comprehensive phase IV assessment
Creators: name: Kesteman, Thomas
name: Milijaona Randrianarivelojosia
name: Piola, Patrice
name: Rogier, Christophe
Publisher: name: Figshare
Year: 2016
Subjects: subject: Medicine
subject: Molecular Biology
subject: Science Policy
subject: 60506 Virology
subject: FOS: Biological sciences

description: Additional file 1. Definition of variables.
TEXNOLOGIYA FANINI O'QITISHDA – ZAMONAVIY TEXNOLOGIYALAR
Creators: name: Umarova, Amina
name: Kamalova, D.
Publisher: name: Zenodo
Year: 2024

description: Texnologiya – bu ma’lum bir mahsulot yoki xizmatni olish uchun yaratilgan mehnat vositalari va usullari, ishlab chiqarishning moddiy komponentlari to’plami, shuningdek ularning kombinatsiyasi turlarida mujassamlangan muhandislik va ilmiy bilimlar majmuidir.. Shuningdek, siz ushbu atamani xom ashyo va materiallarni qayta ishlash, mahsulotlarni ishlab chiqarish va ushbu turdagi ishlar bilan bog’liq barcha jarayonlar uchun usullar to’plami sifatida ishlatishingiz mumkin. Hozirgi vaqtda eng ommabop “yuqori texnologiya” iborasi. U murakkab turdagi ishlarning bajarilishini bildirish uchun ishlatiladi, uning yakuniy natijasi bizni atrofimizdagi mikrokosmosga asoslangan ajoyib natija bo’ladi.
Additional file 15: Figure S6. of Transcriptome profiling of grapevine seedless segregants during berry development reveals candidate genes associated with berry weight
Creators: name: Muñoz-Espinoza, Claudia
name: Genova, Alex Di
name: Correa, José
name: Silva, Romina
name: Maass, Alejandro
name: González-Agüero, Mauricio
name: Orellana, Ariel
name: Hinrichsen, Patricio
Publisher: name: Figshare
Year: 2016
Subjects: subject: Medicine
subject: Genetics
subject: FOS: Biological sciences
subject: Physiology
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: 110309 Infectious Diseases
subject: FOS: Health sciences

description: Network analysis of co-expressed genes among LB and SB segregants. In blue and red are represented DE genes that are part of the network, which respectively present or not significant correlation with component 1 of the PCA analysis, selected as candidate genes for berry weight. Lines in red and blue represent negative and positive correlations, respectively. (PDF 64 kb)
MOESM3 of Post-deployment effectiveness of malaria control interventions on Plasmodium infections in Madagascar: a comprehensive phase IV assessment
Creators: name: Kesteman, Thomas
name: Milijaona Randrianarivelojosia
name: Piola, Patrice
name: Rogier, Christophe
Publisher: name: Figshare
Year: 2016
Subjects: subject: Medicine
subject: Molecular Biology
subject: 69999 Biological Sciences not elsewhere classified
subject: FOS: Biological sciences
subject: Science Policy

description: Additional file 3. Multivariate models IRS.
IBN RUSHDNING ILK OʻRTA ASRLARDA ILM-FANGA  QOʻSHGAN HISSASI
Creators: name: Alijonova Gulnoza Oriental universiteti Tarix kafedrasi t.f.f.d. (PhD) dotsent.v.b. Ashurova Mohidil Oriental universiteti Filologiya tillarni oʻqitish arab filologiyasi fakulteti AF 308-gurux talabasi.
Publisher: name: Zenodo
Year: 2024

description: O’rta asrlar ilm-fan taraqqiyoti jahon tarixida ko’lami va ilmiy jihatidan katta bo’lgan renessanslardan biri hisoblanadi. Ilm-fan taraqqiyotida Al-Xorazmiy, Abu Rayhon Beruniy, Abu Ali ibn Sino, Ahmad Al-Farg’oniy, Imom G’azzoliy va Ibn Rushd kabi olimlar Alohida hamiyat kasb etadi. Ibn Rushd o’rta asrlar ilm-fan taraqqiyotiga munosib xissa qo’shgan olimlardan edi.
Additional file 6: of A multilevel pan-cancer map links gene mutations to cancer hallmarks
Creators: name: Knijnenburg, Theo
name: Bismeijer, Tycho
name: Wessels, Lodewyk
name: Shmulevich, Ilya
Publisher: name: Figshare
Year: 2015
Subjects: subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Genetics
subject: Molecular Biology
subject: Physiology
subject: Evolutionary Biology
subject: 59999 Environmental Sciences not elsewhere classified
subject: FOS: Earth and related environmental sciences
subject: 69999 Biological Sciences not elsewhere classified
subject: 80699 Information Systems not elsewhere classified
subject: FOS: Computer and information sciences
subject: Developmental Biology
subject: Cancer
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: Computational Biology

description: Figure S5. Connectivity in the map between the 25 most frequently mutated genes and hallmarks. Similar to Additional file 4: FigureÂ S3 but showing the connectivity for only the 25 most frequently mutated genes. Abbreviations as in Additional file 5: FigureÂ S4.
KRIPTOVALYUTALARNING ZAMONAVIY MOLIYA TIZIMGA TA'SIRI
Creators: name: Safarov, Solixjon
Publisher: name: Zenodo
Year: 2024

description: Kriptovalyutalar nisbatan yangi va rivojlanayotgan aktivlardan biri bo'lib, moliyaviy dunyoda tobora ko'proq e'tiborni jalb qilmoqda. Blockchain texnologiyalari va markazlashtirilmagan moliya vositalaridan foydalanish an'anaviy moliyaviy bozorlar uchun yangi imkoniyatlar va tahdidlarni keltirib chiqaradi. Maqolada kriptovalyutalarning zamonaviy moliya tizimiga ta'siri ko'rib chiqiladi va iqtisodiy jarayonlarning turli ishtirokchilari uchun ulardan foydalanishning xatarlari va foydalari aniqlanadi, shuningdek, kriptovalyuta davrida an'anaviy moliya tizimi duch keladigan tendentsiyalar va qiyinchiliklar tahlil qilinadi.
Additional file 9: of Polyglutamine toxicity in yeast induces metabolic alterations and mitochondrial defects
Creators: name: Papsdorf, Katharina
name: Kaiser, Christoph
name: Drazic, Adrian
name: Grötzinger, Stefan
name: Haeßner, Carmen
name: Eisenreich, Wolfgang
name: Richter, Klaus
Publisher: name: Figshare
Year: 2015
Subjects: subject: Microbiology
subject: FOS: Biological sciences
subject: Cell Biology
subject: Genetics
subject: Molecular Biology
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: 60506 Virology

description: Genes with unaltered expression between Q 56 -YFP and Q 0 -YFP yeast cells. Network of genes regulated in Q56-YFP expressing cells compared to Q0-YFP expressing cells using the same color code as Fig.  2a and 4a. Genes are colored accordance to their log differences (100 % green: log2 > 2, 75 % green: 2 > log2 > 1.5, 50 % green: 1.5 > log2 > 1, 25 % green: 1 > log2 > 0.5, white: 0.5 > log2 > -0.5, 25 % red: -0.5 > log2 > -1, 50 % red: -1 > log2 > -1.5, 75 % red: -1.5 > log2 > -2, 100 % green: -2 > log2). Genes are clustered according to their GO-Terms. (PDF 307 kb)
Additional file 2: of Inversion symmetry of DNA k-mer counts: validity and deviations
Creators: name: Shporer, Sagi
name: Chor, Benny
name: Saharon Rosset
name: Horn, David
Publisher: name: Figshare
Year: 2016
Subjects: subject: Biophysics
subject: Genetics
subject: FOS: Biological sciences
subject: Molecular Biology
subject: Evolutionary Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Developmental Biology
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: Computational Biology

description: The variation of k-limits (defined by largest k for which Ek[X] ≈ 0.1) as function of chromosome length in HG18 both before and after masking has been applied. (DOCX 17 kb)
Megaloxantha brunnea subsp. brunnea
Creators: name: Barševskis, Arvīds
name: Nabizoda, Shahrijori
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Coleoptera
Buprestidae
Megaloxantha
Megaloxantha brunnea
Megaloxantha brunnea brunnea (saunders, 1866)

description: 5. Megaloxantha brunnea brunnea (Saunders, 1866)
 Vietnam: Tam Dao, 05.2015 (1 local collector leg.); Lam Dong, Bao Lao, 08.2017 (1 local collector leg.), 08.2016 (1 local collector leg.), 06.2014 (2 local collector leg.), 06.2017 (1 local collector leg.), 09.2017 (1 local collector leg.); Ha Giang, Lung Cu, 08.2019 (1 local collector leg.), 04.2019 (1 local collector leg.).
description: Published as part of Barševskis, Arvīds & Nabizoda, Shahrijori, 2020, New Records Of The Genus Megaloxantha Kerremans, 1902 (Coleoptera: Buprestidae), pp. 197-201 in Acta Biologica Universitatis Daugavpiliensis 20 (2) on page 198, DOI: 10.5281/zenodo.12645146
MOESM7 of Post-deployment effectiveness of malaria control interventions on Plasmodium infections in Madagascar: a comprehensive phase IV assessment
Creators: name: Kesteman, Thomas
name: Milijaona Randrianarivelojosia
name: Piola, Patrice
name: Rogier, Christophe
Publisher: name: Figshare
Year: 2016
Subjects: Medicine
Science Policy

description: Additional file 7. Models IEC by media.
Parvimyrma
Creators: name: Eguchi, K.
name: Bui, T. V.
Publisher: name: Zenodo
Year: 2007
Subjects: Biodiversity
Taxonomy
Parvimyrma

description: The myrmicine ant genus Parvimyrma is newly established for a single new species found from N. Vietnam. The genus is undoubtedly placed in the Solenopsis genus group, and it is distinguished from the other genera belonging to the genus group by a combination of the following features: posteromedian portion of clypeus narrowly inserted between frontal lobes; masticatory margin of mandible with 5 distinct teeth; antenna 11-segmented, with a 2-segmented club; eye completely absent; promesonotum in profile almost flat or very weakly convex dorsally; metanotal groove relatively shallowly impressed dorsally; propodeum unarmed; propodeal spiracle small, situated a little behind the midlength of the sides of propodeum; metapleural gland large; petiolar peduncle with a small anteroventral process; postpetiole narrowly attached to the anteriormost end of gaster; sting poorly developed.
description: Published as part of Eguchi, K. & Bui, T. V., 2007, Parvimyrma gen. nov. belonging to the Solenopsis genus group Hymenoptera: Formicidae: Myrmicinae: Solenopsidini)., pp. 39-47 in Zootaxa 1461 on page 39
Additional file 5: of A multilevel pan-cancer map links gene mutations to cancer hallmarks
Creators: name: Knijnenburg, Theo
name: Bismeijer, Tycho
name: Wessels, Lodewyk
name: Shmulevich, Ilya
Publisher: name: Figshare
Year: 2015
Subjects: subject: Biochemistry
subject: Medicine
subject: Microbiology
subject: FOS: Biological sciences
subject: Cell Biology
subject: Genetics
subject: Molecular Biology
subject: 39999 Chemical Sciences not elsewhere classified
subject: FOS: Chemical sciences
subject: Immunology
subject: FOS: Clinical medicine
subject: Developmental Biology
subject: Marine Biology
subject: Cancer
subject: Inorganic Chemistry
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: Plant Biology
subject: 60506 Virology
subject: Computational Biology

description: Figure S4. Connectivity in the map between the 25 most frequently mutated genes and pathways. Similar to Additional file 2: FigureÂ S1 but showing the connectivity for only the 25 most frequently mutated genes. E2F3, E2F transcription factor 3; RB1, retinoblastoma 1; CCND1, cyclin D1; CDKN2A, cyclin-dependent kinase inhibitor 2A; APOB, apolipoprotein B; TNIK, TRAF2 and NCK interacting kinase; LRP2, low-density lipoprotein receptor-related protein 2; EPHB3, EPH receptor B3; FBXW7, F-box and WD repeat domain containing 7; DVL3, dishevel segment polarity protein 3; RELN, reelin; APC, adenomatous polyposis coli; NOTCH1, notch 1; FGFR1/FLG, fibroblast growth factor receptor 1/filaggrin; FADD, Fas (TNFRSF6)-associated via death domain; PTEN/TEP1, phosphatase and tensin homolog/telomerase-associated protein 1; CTTN, cortactin; EGFR, epidermal growth factor receptor; PLD1, phospholipase D1, phosphatidylcholine-specific; TP53, tumor protein p53; EP300, E1A-binding protein p300; KRAS, Kirsten rat sarcoma viral oncogene homolog; CTNNB1, catenin (cadherin-associated protein), beta 1; PIK3CA, phosphatidylinositol-4,5-bisphosphate 3-kinase, catalytic subunit alpha; PIK3R1, phosphoinositide-3-kinase, regulatory subunit 1 (alpha).
Megaloxantha daleni subsp. kyokoae
Creators: name: Barševskis, Arvīds
name: Nabizoda, Shahrijori
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Coleoptera
Buprestidae
Megaloxantha
Megaloxantha daleni
Megaloxantha daleni ssp. kyokoae (endo, 1995)

description: 7. Megaloxantha daleni ssp. kyokoae ( Endo, 1995) (Fig. 3)
 Malaysia: Tapah Hills, Perak, 05.2013 (2, local collector leg.), 04.2012 (1, local collector leg.); Cameron Highlands 05.2013 (3, local collector leg.).
description: Published as part of Barševskis, Arvīds & Nabizoda, Shahrijori, 2020, New Records Of The Genus Megaloxantha Kerremans, 1902 (Coleoptera: Buprestidae), pp. 197-201 in Acta Biologica Universitatis Daugavpiliensis 20 (2) on page 198, DOI: 10.5281/zenodo.12645146
Additional file 3: of Polyglutamine toxicity in yeast induces metabolic alterations and mitochondrial defects
Creators: name: Papsdorf, Katharina
name: Kaiser, Christoph
name: Drazic, Adrian
name: GrĂśtzinger, Stefan
name: HaeĂNer, Carmen
name: Eisenreich, Wolfgang
name: Richter, Klaus
Publisher: name: Figshare
Year: 2015
Subjects: subject: Biochemistry
subject: Microbiology
subject: FOS: Biological sciences
subject: Cell Biology
subject: Genetics
subject: Molecular Biology
subject: Pharmacology
subject: 69999 Biological Sciences not elsewhere classified
subject: 80699 Information Systems not elsewhere classified
subject: FOS: Computer and information sciences
subject: Developmental Biology
subject: Cancer
subject: 110309 Infectious Diseases
subject: FOS: Health sciences
subject: 60506 Virology
subject: Computational Biology

description: Predicted co-regulated genes. All predicted co-regulated genes integrated into the networks are listed together with their log2 regulation. (DOCX 19Â kb)
Megaloxantha concolor
Creators: name: Barševskis, Arvīds
name: Nabizoda, Shahrijori
Publisher: name: Zenodo
Year: 2020
Subjects: Biodiversity
Taxonomy
Animalia
Arthropoda
Insecta
Coleoptera
Buprestidae
Megaloxantha
Megaloxantha concolor

description: 6. Megaloxantha concolor (Kurosawa, 1978) (Fig. 2)
 Malaysia: Cameron Highlands, 03.2010 (1, local collector leg.), Tapah Hills, Perak, 06.2014 (1, local collector leg.), 06.2018 (1, local collector leg.)
description: Published as part of Barševskis, Arvīds & Nabizoda, Shahrijori, 2020, New Records Of The Genus Megaloxantha Kerremans, 1902 (Coleoptera: Buprestidae), pp. 197-201 in Acta Biologica Universitatis Daugavpiliensis 20 (2) on page 198, DOI: 10.5281/zenodo.12645146
A Comprehensive Study on Gearbox Condition Monitoring Using Vibration Analysis
Creators: name: North American Academic Research
Publisher: name: Zenodo
Year: 2024

description: Gearbox condition monitoring is critical to industrial machinery maintenance, ensuring optimal performance and preventing unexpected failures. This study presents a detailed methodology and experimental results for vibration-based condition monitoring of gearboxes. The framework integrates time-domain and frequency-domain analysis, leveraging statistical parameters such as Root Mean Square (RMS), Crest Factor, and kurtosis, along with advanced frequency analysis using Time Synchronous Averaging (TSA) and Envelope Spectrum techniques. The investigation highlights the utility of raw, residual, and difference signals in identifying gear faults, supported by real-time data acquisition via wireless and wired vibration sensors. A robust test bench setup, governed by a PLC-controlled braking and drive system, simulates real-world load conditions for a gearbox. Data collected under various operational scenarios undergoes rigorous statistical and spectral analysis to isolate fault characteristics and assess gearbox health. Experimental results demonstrate distinct patterns in vibration signals for healthy and faulty gears, with noticeable trends in RMS values and frequency components near gear mesh frequencies. The study also emphasizes the critical role of the Crest Factor in detecting early-stage faults. Envelope spectrum analysis further enhances the ability to distinguish between healthy and damaged components by identifying fault-related harmonics. This research contributes to developing reliable, scalable, and efficient monitoring systems for industrial gearboxes, ensuring reduced downtime and improved machine longevity. The findings underscore the importance of combining time-domain and frequency-domain methodologies for comprehensive fault diagnosis and condition assessment.
Additional file 14: Table S9. of Transcriptome profiling of grapevine seedless segregants during berry development reveals candidate genes associated with berry weight
Creators: name: Muñoz-Espinoza, Claudia
name: Genova, Alex Di
name: Correa, José
name: Silva, Romina
name: Maass, Alejandro
name: González-Agüero, Mauricio
name: Orellana, Ariel
name: Hinrichsen, Patricio
Publisher: name: Figshare
Year: 2016
Subjects: subject: Medicine
subject: Cell Biology
subject: Genetics
subject: FOS: Biological sciences
subject: Physiology
subject: 69999 Biological Sciences not elsewhere classified
subject: Developmental Biology

description: Summary of significant partial correlations observed in the group of 100 DE genes with high significance, associated with differences between LB and SB segregants, in the FST and B68 stages. (PDF 295 kb)
Pregnancy inclusion in US statewide scarce resource allocation guidelines during COVID-19 pandemic
Creators: name: Gatta L.A.
name: Hughes B.L.
name: Lyerly A.D.
name: Al-Shibli N.
Publisher: name: Elsevier Inc.
Year: 2023

description: OBJECTIVE: On November 22, 2022, 2 hospitals in Oregon declared crisis standards of care (CSC) in response to the “tripledemic,” or rising rates of influenza, respiratory syncytial virus, and COVID-19. CSC guidelines direct the triage of limited resources when demands for health care exceed standard capacity, such as intensive care unit beds. Hospital CSCs are adopted from statewide CSCs, and many states developed their CSC policies during the COVID-19 pandemic,which placed a global strain on the healthcare infrastructure. A systematic review of allocation guidelines found that the Sequential Organ Failure Assessment (SOFA) score is used to determine priority for allocation of scarce resources among patients seeking the same resource. However, the SOFA score has not been validated in pregnancy when normal physiological changes, such as platelet count and bilirubin level, are expected to affects core parameters compared with non-gravid physiology. In this report, we assess whether statewide CSC guidelines active during COVID-19, included pregnancy. Among those that do, we describe the ethical triage principles used in allocation guidelines when a pregnant patient was among potential recipients.
Graph Size-imbalanced Learning with Energy-guided Structural Smoothing
Creators: name: Qin, Jiawen
name: Huang, Pengfeng
name: Sun, Qingyun
name: Ji, Cheng
name: Fu, Xingcheng
name: Li, Jianxin
Publisher: name: arXiv
Year: 2024
Subjects: subject: Machine Learning (cs.LG)
subject: Machine Learning (stat.ML)
subject: FOS: Computer and information sciences

description: Graph is a prevalent data structure employed to represent the relationships between entities, frequently serving as a tool to depict and simulate numerous systems, such as molecules and social networks. However, real-world graphs usually suffer from the size-imbalanced problem in the multi-graph classification, i.e., a long-tailed distribution with respect to the number of nodes. Recent studies find that off-the-shelf Graph Neural Networks (GNNs) would compromise model performance under the long-tailed settings. We investigate this phenomenon and discover that the long-tailed graph distribution greatly exacerbates the discrepancies in structural features. To alleviate this problem, we propose a novel energy-based size-imbalanced learning framework named \textbf{SIMBA}, which smooths the features between head and tail graphs and re-weights them based on the energy propagation. Specifically, we construct a higher-level graph abstraction named \textit{Graphs-to-Graph} according to the correlations between graphs to link independent graphs and smooths the structural discrepancies. We further devise an energy-based message-passing belief propagation method for re-weighting lower compatible graphs in the training process and further smooth local feature discrepancies. Extensive experimental results over five public size-imbalanced datasets demonstrate the superior effectiveness of the model for size-imbalanced graph classification tasks.
description: Accepted by the 18th ACM International Conference on Web Search and Data Mining (WSDM'25)