cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17204959
title: Dataset for Price Optimization under Cross‑Elastic Demand through Hybrid Quantum Annealing

description: This repository contains the experimental datasets employed in the evaluation of a hybrid quantum–classical approach for price optimization under elastic demand with cross-item dependencies. The datasets simulate item catalogs with varying levels of complexity, including different numbers of items, admissible price points, profit ranges, and cross-elasticity densities.

Each dataset consists of two complementary files:





Price dataset: specifies the eligible prices and expected profit for each item.




Cross-elasticity dataset: encodes the effect of the price of one item on the profit of another, expressed as percentage variations.



Four experimental datasets are provided:





Baseline: 10 items, 2–3 prices per item, profit range $100–500, elasticity density 0.8.




Small: 50 items, 2–3 prices per item, profit range $100–500, elasticity density 0.8.




Medium: 500 items, 2–5 prices per item, profit range $50–1,000, elasticity density 0.7.




Large: 2,500 items, 2–5 prices per item, profit range $100–2,000, elasticity density 0.6.



The datasets were generated synthetically using a controlled random process to ensure reproducibility across runs, with fixed random seeds. They are designed to reflect realistic catalog structures and interdependencies, while remaining suitable for benchmarking hybrid quantum–classical optimization methods.

Intended Use: These datasets can be used to validate and replicate the experiments described in Hybrid Quantum Annealing for Price Optimization under Cross-Elastic Demand, as well as to benchmark alternative quantum or classical optimization strategies in pricing and related combinatorial domains.

Format: CSV files (price dataset and cross-elasticity dataset for each experimental scenario).
DOI: 10.15468/dl.2qu74c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorghum drummondii",
 "Country is Bhutan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018131-250920141307145/datasets/export for details.
DOI: 10.15468/dl.5h6qun
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorghum drummondii",
 "Country is Chad",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018133-250920141307145/datasets/export for details.
DOI: 10.15468/dl.yvradn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorghum drummondii",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018132-250920141307145/datasets/export for details.
DOI: 10.15468/dl.pc47rw
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alpheus pacificus",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018134-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30208516
title: Non-redundant genes

description: 58.16 million non-redundant genes of Qinghai-Xizang Lake Sediment Genome (QXLSG) catalogue
DOI: 10.6084/m9.figshare.30208516.v1
title: Non-redundant genes

description: 58.16 million non-redundant genes of Qinghai-Xizang Lake Sediment Genome (QXLSG) catalogue
DOI: 10.5281/zenodo.17205028
title: Artificial Intelligence, Security, and Sovereignty: An Integrated Framework for Ethical Military Innovation and Global Governance

description: This thesis develops a comprehensive and interdisciplinary framework for integrating advanced technologies such as artificial intelligence, blockchain, quantum communication, and cyber-physical resilience into next-generation national and multinational defense ecosystems. It introduces the Dynamic Integrated National Security Ecosystem (DINSE) model that consolidates predictive analytics, federated mission networking, immutable data provenance, and human–machine hybrid decision-making architectures. The framework advances global security discourse by aligning cutting-edge innovation with international humanitarian law, NATO principles for responsible AI, and evolving regulatory regimes including the EU AI Act and India’s Digital Personal Data Protection Act. Key contributions include novel metrics for threat prediction, resilience, and trustworthiness, validated through empirical simulation and wargaming. The thesis positions this integrated model as both a conceptual and operational policy roadmap for ethical, transparent, and interoperable security governance in an era of autonomous systems and emerging technologies. The work supports scalable coalition interoperability while embedding accountability, transparency, and future-proof post-quantum cryptography resilience.

 

Keywords:

Artificial Intelligence, National Security, Military Innovation, Blockchain, Quantum Cryptography, Cyber-Physical Resilience, Federated Mission Networking, International Humanitarian Law, Ethical AI, Post-Quantum Cryptography, Data Provenance, Human–Machine Hybrid Control, Cybersecurity, Defense Ecosystems, Governance-by-Design.
DOI: 10.15468/dl.babrs7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorghum drummondii",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018137-250920141307145/datasets/export for details.
DOI: 10.15468/dl.mx6uvh
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorghum drummondii",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018136-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y432f8
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorghum drummondii",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018138-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6b4h8x
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alpheus rapax",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018140-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sp5qty
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trichilia hirta"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018139-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xcctg
title: Occurrence Download

description: A dataset containing 5612324 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Guatemala"
 ]
}

 The dataset includes 5612324 records from 1403 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018102-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.35097/1802
title: Mapping local atomic structure of metallic glasses using machine learning aided 4D-STEM

description: Amorphous materials, e.g., polymers, metallic and oxidic glasses, consist of heterogeneous atomic/molecular packing at the nanoscale. Spatial variation of the local structure plays an important role in determining material properties. Experimentally probing the local atomic structure within the amorphous phase has been one of the main challenges for material research. Here, we present a new approach to characterize the local atomic structure and map structural variants in the amorphous phase using machine learning (ML) aided four dimensional-scanning transmission electron microscopy (4D-STEM). We utilized nonnegative matrix factorization (NMF) to identify the local structural types of metallic glasses from the 4D-STEM dataset. Using Fe-based metallic glasses as a model system, we demonstrate that two basic structural types, one with a more liquid-like and another with a more solid-like structure, are distributed throughout the glass with a characteristic length scale of a few nanometers. Thermal annealing induces a change in their distribution and relative population but without the appearance of any additional phase. This provides new insight into the relaxation phenomena of metallic glass and solid experimental evidence for the theoretical hypothesis on atomic packing in glassy structures.
description: Raw data for the publication "Mapping local atomic structure of metallic glasses using machine learning aided 4D-STEM"
DOI: 10.15468/dl.kw7dnv
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Horsfieldia amygdalina (Wall. ex Hook.fil. & Thomson) Warb."
 ]
}

 The dataset includes 23 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004468-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14508288
title: Data table for EoS DS(CMF)-4 with crust nparam=1

description: The data table for the EoS DS(CMF)-4 with crust of the family Cold Neutron Star EoS with 1 parameters can be found via this link  "compose.obspm.fr/eos/191" together with additional information on the EoS. Please be aware that in particular the authors of the equation of state can be found in the references below and on the Compose data base ( compose.obspm.fr/eos/191). Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.

The online service CompOSE provides data tables for different state of the art equations of state (EoS) ready for further usage in astrophysical applications, nuclear physics and beyond. CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual contributors. In particular, we gratefully acknowledge support by :



CompStar, Research Networking Programs of the European Science Foundation (ESF)

NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304).

PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14508289
title: Data table for EoS DS(CMF)-4 with crust nparam=1

description: The data table for the EoS DS(CMF)-4 with crust of the family Cold Neutron Star EoS with 1 parameters can be found via this link  "compose.obspm.fr/eos/191" together with additional information on the EoS. Please be aware that in particular the authors of the equation of state can be found in the references below and on the Compose data base ( compose.obspm.fr/eos/191). Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.

The online service CompOSE provides data tables for different state of the art equations of state (EoS) ready for further usage in astrophysical applications, nuclear physics and beyond. CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual contributors. In particular, we gratefully acknowledge support by :



CompStar, Research Networking Programs of the European Science Foundation (ESF)

NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304).

PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.15468/dl.czq8hn
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Besleria laxiflora Benth.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015739-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14508294
title: Data table for EoS DS(CMF)-7 with crust nparam=1

description: The data table for the EoS DS(CMF)-7 with crust of the family Cold Neutron Star EoS with 1 parameters can be found via this link  "compose.obspm.fr/eos/194" together with additional information on the EoS.Please be aware that in particular the authors of the equation of state can be found in the references below and on the Compose data base ( compose.obspm.fr/eos/194). Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state. The online service CompOSE provides data tables for different state of the art equations of state (EoS) ready for further usage in astrophysical applications, nuclear physics and beyond. CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual contributors. In particular, we gratefully acknowledge support by :



CompStar, Research Networking Programs of the European Science Foundation (ESF)

NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304).

PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14508295
title: Data table for EoS DS(CMF)-7 with crust nparam=1

description: The data table for the EoS DS(CMF)-7 with crust of the family Cold Neutron Star EoS with 1 parameters can be found via this link  "compose.obspm.fr/eos/194" together with additional information on the EoS.Please be aware that in particular the authors of the equation of state can be found in the references below and on the Compose data base ( compose.obspm.fr/eos/194). Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state. The online service CompOSE provides data tables for different state of the art equations of state (EoS) ready for further usage in astrophysical applications, nuclear physics and beyond. CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual contributors. In particular, we gratefully acknowledge support by :



CompStar, Research Networking Programs of the European Science Foundation (ESF)

NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304).

PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.15468/dl.bzm62j
title: Occurrence Download

description: A dataset containing 1371220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Pelargopsis capensis (Linnaeus, 1766), Pelargopsis amauroptera (J.T.Pearson, 1841), Halcyon coromanda (Latham, 1790), Halcyon smyrnensis (Linnaeus, 1758), Halcyon pileata (Boddaert, 1783), Todiramphus chloris (Boddaert, 1783))"
 ]
}

 The dataset includes 1371220 records from 259 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015720-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5b6vg8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hamamelis mexicana Standl.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015740-250127130748423/datasets/export for details.
DOI: 10.5281/zenodo.14508342
title: Data table for EoS DS(CMF)-8 Hybrid nparam=1

description: The data table for the EoS DS(CMF)-8 Hybrid of the family Cold Neutron Star EoS with 1 parameters 
                can be found via this link  compose.obspm.fr/eos/266 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/266).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.5281/zenodo.14508343
title: Data table for EoS DS(CMF)-8 Hybrid nparam=1

description: The data table for the EoS DS(CMF)-8 Hybrid of the family Cold Neutron Star EoS with 1 parameters 
                can be found via this link  compose.obspm.fr/eos/266 together with additional information on the EoS.
                 
                Please be aware that in particular the authors of the equation of state can be found in the references below and on the 
                Compose data base ( compose.obspm.fr/eos/266).
                Thus if you use this entry, please cite the original references together with the link to the table. We are working currently on rectifying the automatic citation from zenodo with author information on the equation of state.
                
                
                
                The online service CompOSE provides data tables for different state of the art equations of state (EoS) 
                ready for further usage in astrophysical applications, nuclear physics and beyond.
                
                
                CompOSE would not be possible without the financial and organizational support from a large number of institutions and individual
                contributors. In particular, we gratefully acknowledge support by :
                

                
CompStar, Research Networking Programs of the European Science Foundation (ESF)
                
NewCompStar, "Exploring fundamental physics with compact stars" (MPNS COST action MP1304). 
                
PHAROS, "The multi-messenger physics and astrophysics of neutron stars" within the EU framework programme (COST action CA16214).
DOI: 10.15468/dl.h2zg7d
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Matudaea trinervia Lundell)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015742-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u6yxh
title: Occurrence Download

description: A dataset containing 2659569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Alcedo meninting Horsfield, 1821, Alcedo atthis (Linnaeus, 1758), Alcedo hercules Laubmann, 1917, Ceyx erithaca (Linnaeus, 1758), Megaceryle lugubris (Temminck, 1834), Ceryle rudis (Linnaeus, 1758))"
 ]
}

 The dataset includes 2659569 records from 3199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015725-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.