cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12517056
title: A Unified Theoretical Framework for the Synergistic Integration of Transformers and Diffusion Models

description: This paper introduces a novel, comprehensive theoretical framework for the synergistic integration of Transformer and Diffusion models, two paradigms that have independently revolutionized machine learning. We establish a fundamental correspondence between these models through a unified representation and a generalized dynamics equation, bridging the gap between their seemingly disparate architectures. Our key contributions include:

(1) A unified mathematical formulation that encapsulates both Transformer and Diffusion processes;

(2) A novel Diffusion-Enhanced Attention mechanism that incorporates Diffusion dynamics into Transformer attention;

(3) Rigorous theoretical analyses including convergence guarantees, generalization bounds, and sample efficiency proofs for the integrated model.

We provide detailed mathematical derivations and empirical validations across various tasks, demonstrating significant improvements over standalone models and existing hybrid approaches. This work lays the foundation for a new class of AI models that leverage the strengths of both paradigms, potentially leading to more powerful, efficient, and versatile AI systems. Our framework opens up new avenues for research in areas such as enhanced language modeling, advanced image generation, and multi-modal learning, paving the way for the next generation of AI technologies.
DOI: 10.60600/yu/clawet/j35cjp
title: 0758.wav

description: :unav
DOI: 10.15468/dl.4drgvp
title: Occurrence Download

description: A dataset containing 1847 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Swertia japonica (Schult.) Makino"
 ]
}

 The dataset includes 1847 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091492-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60600/yu/clawet/ks2kry
title: 0849.wav

description: :unav
DOI: 10.15468/dl.pqrmfy
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Salvia cryptantha Montbret & Aucher ex Benth."
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091494-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26007/9zrh-6f37
title: New Horizons Multispectral Visible Imaging Camera (MVIC) Pluto Encounter Calibrated Data v3.0

description: This data set contains Calibrated data taken by the New Horizons Multispectral Visible Imaging Camera instrument during the Pluto encounter mission phase. This is VERSION 3.0 of this data set. This data set contains MVIC observations taken during the the Approach (Jan-Jul, 2015), Encounter, Departure, and Transition mission sub-phases, including flyby observations taken on 14 July, 2015, and departure and calibration data through late October, 2016. This data set completes the Pluto mission phase deliveries for MVIC. It includes multi- map observations from the Approach phase, observations of the moons, hires, full-frame observations from Pluto Encounter and Departure, and ring search observations. This dataset also includes functional tests from the Calibration Campaign, including calibration observations of the M6 and M7 clusters, and HD205905.
DOI: 10.15468/dl.u7qamf
title: Occurrence Download

description: A dataset containing 599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ireland, Svalbard and Jan Mayen, Portugal, Spain, France, Germany, Belgium, Netherlands, Denmark, Estonia, Latvia, Lithuania, Italy, Greece, Cyprus, Türkiye, Russian Federation, Ukraine, Romania, Bulgaria, Albania, Croatia, Austria, Slovakia, Poland)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Secale sylvestre Host"
 ]
}

 The dataset includes 599 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091493-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60600/yu/clawet/9dr3sq
title: 0612.TextGrid

description: :unav
DOI: 10.60600/yu/clawet/00rfcs
title: 0853.wav

description: :unav
DOI: 10.15468/dl.5mmjyv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Salvia syriaca L."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091496-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60600/yu/clawet/j49ulz
title: 0946.wav

description: :unav
DOI: 10.15468/dl.hvnee9
title: Occurrence Download

description: A dataset containing 196557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidoptera",
 "Year 2017-2017"
 ]
}

 The dataset includes 196557 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091473-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rhmyj
title: Occurrence Download

description: A dataset containing 2140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix vulpina Andersson"
 ]
}

 The dataset includes 2140 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091497-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7805/ebdc-wes-2013
title: Ifo World Economic Survey (2013)

description: Der ifo World Economic Survey ist eine internationale Konjunkturumfrage, die seit 1981 vom ifo Institut vierteljährlich erhoben wird. Wirtschaftsexperten aus einer Vielzahl von Ländern werden über ihre Einschätzung zur aktuellen Wirtschaftslage und die erwartete Konjunkturentwicklung in ihrem jeweiligen Beobachtungsgebiet befragt. Auch andere Wirtschaftsdaten wie z.B. die erwartete Entwicklung der Inflation, kurz- und langfristiger Zinsen sowie die Bewertung der führenden Weltwährungen in Bezug auf die jeweilige Landeswährung sind Teile des Fragenprogramms.
description: The ifo World Economic Survey is an international economic survey that has been conducted by the ifo Institute on a quarterly basis since 1981. Economic experts from a large number of countries are asked to assess the current economic situation and the economic outlook in their respective field. The survey also covers other economic data like, for example, forecast trends in inflation, short-term and long-term interest rates, as well as assessments of the strength of the world's leading currencies related to the experts' respective national currencies.
description: Self-administered questionnaire
DOI: 10.60600/yu/clawet/mcy2ja
title: 0766.TextGrid

description: :unav
DOI: 10.7805/ebdc-ibs-con-2013a
title: Ifo Business Survey Construction (2013a)

description: Der ifo Konjunkturtest für das Bauhauptgewerbe wird seit 1956 monatlich vom ifo Institut erhoben. Kern des Fragenprogramms sind qualitative Urteile zu aktuellen ökonomischen Parametern der Unternehmen wie z.B. der allgemeinen Situation, der Bautätigkeit, der Preisentwicklung oder der Kapazitätsauslastung sowie Fragen zu den Entwicklungen in den kommenden Monaten, u.a. den Beschäftigten- oder Preiserwartungen. Der überwiegende Teil der Fragen wird für verschiedene Bausparten (z.B. Straßen, Hoch- und Tiefbau) erhoben.
description: The Ifo Business Survey for Construction has been conducted on a monthly basis since 1956. The core of the questionnaire consists of qualitative assessments on the current economic parameters of companies such as, for example, the general situation, construction activities, price trends or capacity utilisation, as well as questions on the outlook for the forthcoming months in terms of employment and price expectations. The majority of the questions concern the various construction segments (for example, streets, structural and civil engineering).
description: Self-administered questionnaire
DOI: 10.7805/ebdc-ibs-ind-2013a
title: Ifo Business Survey Industry (2013a)

description: Der ifo Konjunkturtest für das Verarbeitende Gewerbe wird seit 1949 monatlich vom ifo Institut erhoben. Kern des Fragenprogramms sind qualitative Urteile zu aktuellen ökonomischen Parametern der Unternehmen wie z.B. der allgemeinen Situation, der Preisentwicklung, Kreditrestriktionen oder der Beschäftigtenzahl sowie Fragen zu den Entwicklungen in den kommenden Monaten, u.a. den Export-, Beschäftigten- oder Preiserwartungen.
description: The Ifo Business Survey for Manufacturing has been conducted on a monthly basis since 1949. The core of the questionnaire consists of qualitative assessments on the current economic parameters of companies such as, for example, the general situation, pricing trends, credit constraints or staff numbers, as well as questions on trends in the forthcoming months in areas like exports, employment and price expectations.
description: Self-administered questionnaire
DOI: 10.7805/ebdc-ibs-tra-2013a
title: Ifo Business Survey Trade (2013a)

description: Der ifo Konjunkturtest für den Handel wird seit 1950 monatlich vom ifo Institut erhoben. Kern des Fragenprogramms sind qualitative Urteile zu aktuellen ökonomischen Parametern der Unternehmen wie z.B. der allgemeinen Situation, dem Umsatz, den Lagerbeständen oder der Bestelltätigkeit sowie Fragen zu den Entwicklungen in den kommenden Monaten, u.a. den Beschäftigten- oder Preiserwartungen.
description: The Ifo Business Survey for Trade has been conducted on a monthly basis by the Ifo Institute since 1950. The core of the questionnaire consists of qualitative assessments on the current economic parameters of companies such as, for example, the general situation, turnover, inventories or ordering, as well as questions on trends in the forthcoming months in areas like employment and price expectations.
description: Self-administered questionnaire
DOI: 10.7805/ebdc-ibs-serv-2013a
title: Ifo Business Survey Service Sector (2013a)

description: Der ifo Konjunkturtest für das Dienstleistungsgewerbe wird seit 1995 quartalsweise und seit 2004 monatlich vom ifo Institut erhoben. Kern des Fragenprogramms sind qualitative Urteile zu aktuellen ökonomischen Parametern der Unternehmen wie z.B. der allgemeinen Situation, dem Umsatz, der Nachfrage oder den Beschäftigten sowie Fragen zu den Entwicklungen in den kommenden Monaten, u.a. den Beschäftigten- oder Preiserwartungen.
description: The Ifo Business Survey for the Service Sector has been conducted by the Ifo Institute since 1995 on a quarterly basis and since 2004 on a monthly basis. The core of the questionnaire consists of qualitative assessments on the current economic parameters of companies such as, for example, the general situation, turnover, demand and staff numbers, as well as questions on trends in the forthcoming months in areas like employment and price expectations
description: Self-administered questionnaire
DOI: 10.7805/ebdc-ins-2012
title: Ifo Innovation Survey (2012)

description: Der ifo Innovationstest für das Verarbeitende Gewerbe wird seit 1982 jährlich im Verarbeitenden Gewerbe vom ifo Institut erhoben. Kern des Fragenprogramms sind qualitative und quantifizierte Angaben zur Innovationstätigkeit der Unternehmen, insbesondere zu den Innovationszielen und –aufwendungen. Des Weiteren geben die Firmen Informationen zu Innovationshemmnissen sowie –impulsen (intern/extern).
description: The Ifo Innovation Survey for Industry has been conducted by the Ifo Institute on an annual basis since 1982. Qualitative and quantitative responses on the innovativeness of companies, particularly their innovation goals and expenditure, constitute the main focus of the survey. Companies are also asked to provide information on innovation constraints and (internal/external) impulses.
description: Self-administered questionnaire
DOI: 10.60600/yu/clawet/k71utr
title: 1055.wav

description: :unav
DOI: 10.7803/377.07.1.2.10
title: Referenz-Betriebs-System 29 (Umfrage 1/2007): Vollqualifizierende Ausbildung an Berufsfachschulen (GWA)
title: Reference-Establishment System 29 (No. 1/2007) (GWA)

description: Hauptdatensatz
description: Mit dem Referenz-Betriebs-System (RBS) werden derzeit rund 1.300 Betriebe etwa ein- bis zweimal im Jahr zu aktuellen Fragestellungen der betrieblichen Berufsausbildung und seit 2010 auch zur aktuellen Geschäftslage befragt.
description: Das Thema des RBS 29 lautet "Vollqualifizierende Ausbildung an Berufsfachschulen nach Berufsbildungsgesetz (BBiG) und Handwerksordnung (HWO)". Erfragt wurde die Einschätzung verschiedener Ausbildungs- und Teilqualifizierungsmodelle an Berufsfachschulen.
description: Self-administered questionnaire: Paper
description: Betriebe in Deutschland
description: Access-Panel
DOI: 10.7803/377.05.3.2.10
title: Referenz-Betriebs-System 28 (Umfrage 3/2005): Ausbildung im Verbund mit anderen Betrieben (GWA)
title: Reference-Establishment System 28 (No. 3/2005) (GWA)

description: Hauptdatensatz
description: Mit dem Referenz-Betriebs-System (RBS) werden derzeit rund 1.300 Betriebe etwa ein- bis zweimal im Jahr zu aktuellen Fragestellungen der betrieblichen Berufsausbildung und seit 2010 auch zur aktuellen Geschäftslage befragt.
description: Das Thema des RBS 28 lautet "Ausbildung im Verbund mit anderen Betrieben". Erhoben wurden unter anderem Art, Umfang und Bewertung der Verbundausbildung.
description: Self-administered questionnaire: Paper
description: Betriebe in Deutschland
description: Access-Panel
DOI: 10.7803/377.05.2.2.10
title: Referenz-Betriebs-System 27 (Umfrage 2/2005): Kooperationen zur Förderung benachteiligter Jugendlicher (GWA)
title: Reference-Establishment System 27 (No. 2/2005) (GWA)

description: Hauptdatensatz
description: Mit dem Referenz-Betriebs-System (RBS) werden derzeit rund 1.300 Betriebe etwa ein- bis zweimal im Jahr zu aktuellen Fragestellungen der betrieblichen Berufsausbildung und seit 2010 auch zur aktuellen Geschäftslage befragt.
description: Das Thema des RBS 27 lautet "Kooperationen zur Förderung benachteiligter Jugendlicher". Gefragt wurde unter anderem nach der Bekanntheit verschiedener Maßnahmen, der Teilnahme an und den Erfahungen mit diesen.
description: Self-administered questionnaire: Paper
description: Betriebe in Deutschland
description: Access-Panel
DOI: 10.60600/yu/clawet/7fgiis
title: 0834.TextGrid

description: :unav
DOI: 10.7805/ebdc-ivs-ind-2012
title: Ifo Investment Survey Industry (2012)

description: Der ifo Investitionstest für das Verarbeitende Gewerbe wird seit 1955 halbjährlich (im Frühjahr und im Herbst) vom ifo Institut erhoben. Kern des Fragenprogramms sind quantifizierte Angaben zu den Investitionen der jüngsten Vergangenheit, des laufenden Jahres und – im Herbst – auch des folgenden Jahres. Des Weiteren werden die Unternehmen zu ihren Investitionszielen befragt und einmal im Jahr – in der Herbsterhebung – werden sie gebeten, den Einfluss vorgegebener Faktoren (Auftragslage, Finanzierungsmöglichkeiten, Ertragslage usw.) auf Ihre Investitionstätigkeit zu beurteilen. 
description: The Ifo Investment Survey for Industry has been conducted by the Ifo Institute on a bi-annual basis (spring and autumn) since 1955. The survey's core questions are designed to elicit quantified responses on companies' latest investments, on their investment plans for the ongoing year and, in autumn, on their investment plans for the year ahead. Companies are also asked about their investment goals, and in the autumn survey they are asked to assess the influence of specific factors (orders-in-hand, financing options, financial position etc.) on their investment activity.
description: Self-administered questionnaire
DOI: 10.15468/dl.xyxnd4
title: Occurrence Download

description: A dataset containing 42479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ARG",
 "TaxonKey is Fabaceae"
 ]
}

 The dataset includes 42479 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269167-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t39mw5
title: Occurrence Download

description: A dataset containing 291113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Megaptera novaeangliae (Borowski, 1781)"
 ]
}

 The dataset includes 291113 records from 492 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269946-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5smvp
title: Occurrence Download

description: A dataset containing 17501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nyctalus noctula (Schreber, 1774)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2022",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 17501 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269169-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdb67q
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pellionia pellucida (Raf.) Merr."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067932-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4upcx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A new species of Aplectana (Nematoda: Cosmocercidae) in the Marsupial frog Gastrotheca microdiscus (Amphibia: Hemiphractidae) from Brazil"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269975-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4u2kh
title: Occurrence Download

description: A dataset containing 1732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corynephorus fasciculatus Boiss. & Reut.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1732 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067126-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f55fkk
title: Occurrence Download

description: A dataset containing 215871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations, Xeno-canto - Bird sounds from around the world, Avifauna del Altiplano de San Luis Potosí)",
 "Geometry POLYGON((-103.67619 20.72281,-100.95582 20.72281,-100.95582 22.60313,-103.67619 22.60313,-103.67619 20.72281))",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 1990-2023"
 ]
}

 The dataset includes 215871 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269142-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y94uq5
title: Occurrence Download

description: A dataset containing 955884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus (Linnaeus, 1766), Myocastor coypus (Molina, 1782))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 955884 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002209-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztqkv6
title: Occurrence Download

description: A dataset containing 6318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acinonyx jubatus (Schreber, 1775)"
 ]
}

 The dataset includes 6318 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054816-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqgpxx
title: Occurrence Download

description: A dataset listing the 400395 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fungi"
 ]
}

 The dataset's 400395 records were derived from 3181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269941-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17597/isas.darts/vco-00600
title: Venus Climate Orbiter Akatsuki Longwave Infrared Camera Bundle

description: This PDS4 LIR bundle collects all the operational data products produced by the Venus Climate Orbiter Akatsuki Longwave Infrared Camera (LIR) instrument which includes raw image, calibrated image, derived map, derived geometry, and related documents.
DOI: 10.17597/isas.darts/vco-00016
title: Venus Climate Orbiter Akatsuki UVI Longitude-Latitude Map Data

description: This dataset contains longitude-latitude map data created from images acquired by the UVI instrument of the Venus Climate Orbiter (VCO, also known as PLANET-C and AKATSUKI) spacecraft. This dataset consists of NetCDF file. The longitude-latitude map data are included as Level 3 product in NetCDF. During process of creating longitude-latitude map data, pointing of spacecraft was corrected using limb-fitting technique. Detected limb points and information on fitted ellipse are provided as auxiliary data, Level 3x product in NetCDF. This dataset is produced from calibrated image, geometry information, and SPICE kernel data. Please refer calibrated data collection and geometry collection in the VCO Akatsuki UVI Bundle, and VCO Akatsuki SPICE Kernel Archive Bundle for detailed information on the instrument and acquired data.