cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/5l0-c2d-r81
title: Littoraria undulata (J. E. Gray, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kdn-s2t-k61
title: Loripinus fragilis (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.64gawu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aegotheles savesi)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000346-250811113504898/datasets/export for details.
DOI: 10.3535/we5-8sq-xg2
title: Oxychilus draparnaudi (H. Beck, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bw5-yk2-b33
title: Halecium delicatulum Coughtrey, 1876

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tve-1lm-hyz
title: Oxychilus draparnaudi (H. Beck, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.z9dae3
title: Occurrence Download

description: A dataset containing 167252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "BasisOfRecord is one of (Occurrence evidence, Human Observation)",
 "HasCoordinate is true",
 "Elevation is greater than or equal to -1000m",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 167252 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000327-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3gckth6s4k
title: Insect Dome receptor directly recognizes viral envelopes to activate JAK/STAT signaling and induce conserved antiviral viperin expression

description: Sequences data of paper "Insect Dome receptor directly recognizes viral envelopes to activate JAK/STAT signaling and induce conserved antiviral viperin expression" published in CELL REPORTS
DOI: 10.3535/lgh-3pr-c7f
title: Gulella triglochis (Melvill & Ponsonby, 1903)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tb7-l31-2jr
title: Halopteris campanula (Busk, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xsh-9d0-0lj
title: Prosimnia draconis C. N. Cate, 1973

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z5l-jxq-ywm
title: Diacavolinia longirostris (Blainville, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/3gckth6s4k.1
title: Insect Dome receptor directly recognizes viral envelopes to activate JAK/STAT signaling and induce conserved antiviral viperin expression

description: Sequences data of paper "Insect Dome receptor directly recognizes viral envelopes to activate JAK/STAT signaling and induce conserved antiviral viperin expression" published in CELL REPORTS
DOI: 10.3535/jca-6w7-1mp
title: Proteopitar patagonicus (A. d'Orbigny, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qwl-e5f-p7h
title: Benthonella tenella (Jeffreys, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6qy-psa-34b
title: Pseudochama cristella (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pap-zjp-1j2
title: Lioconcha castrensis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5vd-cka-nym
title: Conasprella mazei (Deshayes, 1874)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/86k-npr-e28
title: Vitrina pellucida (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jj3-ls0-0d6
title: Chondrina farinesii (Des Moulins, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3vz-2nr-e1h
title: Natica marochiensis (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3wk-dzf-w78
title: Viviparidae J. E. Gray, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zsc-cnb-sn9
title: Rehderiella parva (I. Lea, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eds-53s-stz
title: Sepiola atlantica A. d'Orbigny, 1842

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t4e-sbr-ryz
title: Theba Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rzr-fqx-mdk
title: Nuculidae J. E. Gray, 1824

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/scz-k9v-njw
title: Striarca lactea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/13f-qlw-7q8
title: Solen cylindraceus Hanley, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nkj-6ze-0ak
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/62w-b0r-whh
title: Dallocardia muricata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/avs-k3j-nh4
title: Lioconcha castrensis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3d6-2k2-exb
title: Octopus vulgaris Cuvier, 1797

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b2n-kkp-h62
title: Argopecten gibbus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/12v-kam-kex
title: Arinia borneensis E. A. Smith, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17909/nhwc-6v90
title: Blus stragglers
DOI: 10.3535/9qf-jgc-0c5
title: Lucinoma borealis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f6v-8y8-jk0
title: Helicarion A. Férussac, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/dg3z5xpng4
title: # Advanced Computational Hydrogen Storage Material Screening via Multi-Modal Data Fusion and HyperScore Prediction

description: Advanced Computational Hydrogen Storage Material Screening via Multi-Modal Data Fusion and HyperScore Prediction

This project introduces a computational framework designed to dramatically accelerate the discovery of hydrogen storage materials (HSMs) by integrating diverse data sources with AI-driven scoring and refinement. Current HSM research relies heavily on experimental trial-and-error, which is slow, costly, and resource-intensive. Our system addresses these limitations through multi-modal data fusion, combining:

Scientific Literature parsed with NLP to extract hydrogen uptake, kinetics, thermodynamics, and structural relationships.

Crystallographic Databases (e.g., Materials Project, ICSD) for lattice parameters, space groups, and atomic positions.

Computational Simulations (DFT, MD) to predict adsorption energies, diffusion barriers, and related properties.

Experimental Characterization Data for known materials.

At the core is the HyperScore ranking system, which probabilistically evaluates each candidate’s potential. HyperScore weights are dynamically optimized through a reinforcement learning (RL)–integrated Human-AI Hybrid Feedback Loop, where expert mini-reviews guide the RL agent to emphasize impactful features. A symbolic logic engine (π·i·△·⋄·∞) recursively corrects score uncertainties, reducing dependence on purely statistical measures.

The pipeline consists of Ingestion & Normalization, Semantic & Structural Decomposition, Multi-layered Evaluation, Meta-Self-Evaluation, and Score Fusion & Adjustment modules. It operates on a dataset of over 20,000 candidates, including both known and computationally generated MOFs and metal hydrides. Data is split into training, testing, and validation sets; performance is assessed using RMSE, R², and a recursive C-Accuracy metric.

Results: The system achieved R² = 0.87 and RMSE = 0.23 between predicted HyperScores and experimental uptake values. The RL feedback loop continuously improved ranking accuracy and identified promising but previously overlooked MOFs. This approach can reduce HSM screening timelines by 5–10× and costs by 30–40%.

Impact: By uniting literature mining, structural analysis, computational modeling, and adaptive scoring in one cohesive platform, this framework enables targeted experimental validation, minimizing wasted effort and accelerating innovation. It directly addresses one of the key bottlenecks in hydrogen energy adoption—safe, efficient, and economical storage—paving the way toward scalable clean energy solutions.

*This document is a part of the Freederia Research Archive. Explore our complete collection of advanced research at [en.freederia.com](https://en.freederia.com), or visit our main portal at [freederia.com](https://freederia.com) to learn more about our mission and other initiatives.*
DOI: 10.3535/1jr-qrn-10j
title: Metachatina kraussi (L. Pfeiffer, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p2d-axv-08m
title: Zirfaea crispata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cvc-3m2-6w6
title: Volutopsius norwegicus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ec0-j8g-wmg
title: Oxychilus alliarius (J. S. Miller, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/dg3z5xpng4.1
title: # Advanced Computational Hydrogen Storage Material Screening via Multi-Modal Data Fusion and HyperScore Prediction

description: Advanced Computational Hydrogen Storage Material Screening via Multi-Modal Data Fusion and HyperScore Prediction

This project introduces a computational framework designed to dramatically accelerate the discovery of hydrogen storage materials (HSMs) by integrating diverse data sources with AI-driven scoring and refinement. Current HSM research relies heavily on experimental trial-and-error, which is slow, costly, and resource-intensive. Our system addresses these limitations through multi-modal data fusion, combining:

Scientific Literature parsed with NLP to extract hydrogen uptake, kinetics, thermodynamics, and structural relationships.

Crystallographic Databases (e.g., Materials Project, ICSD) for lattice parameters, space groups, and atomic positions.

Computational Simulations (DFT, MD) to predict adsorption energies, diffusion barriers, and related properties.

Experimental Characterization Data for known materials.

At the core is the HyperScore ranking system, which probabilistically evaluates each candidate’s potential. HyperScore weights are dynamically optimized through a reinforcement learning (RL)–integrated Human-AI Hybrid Feedback Loop, where expert mini-reviews guide the RL agent to emphasize impactful features. A symbolic logic engine (π·i·△·⋄·∞) recursively corrects score uncertainties, reducing dependence on purely statistical measures.

The pipeline consists of Ingestion & Normalization, Semantic & Structural Decomposition, Multi-layered Evaluation, Meta-Self-Evaluation, and Score Fusion & Adjustment modules. It operates on a dataset of over 20,000 candidates, including both known and computationally generated MOFs and metal hydrides. Data is split into training, testing, and validation sets; performance is assessed using RMSE, R², and a recursive C-Accuracy metric.

Results: The system achieved R² = 0.87 and RMSE = 0.23 between predicted HyperScores and experimental uptake values. The RL feedback loop continuously improved ranking accuracy and identified promising but previously overlooked MOFs. This approach can reduce HSM screening timelines by 5–10× and costs by 30–40%.

Impact: By uniting literature mining, structural analysis, computational modeling, and adaptive scoring in one cohesive platform, this framework enables targeted experimental validation, minimizing wasted effort and accelerating innovation. It directly addresses one of the key bottlenecks in hydrogen energy adoption—safe, efficient, and economical storage—paving the way toward scalable clean energy solutions.

*This document is a part of the Freederia Research Archive. Explore our complete collection of advanced research at [en.freederia.com](https://en.freederia.com), or visit our main portal at [freederia.com](https://freederia.com) to learn more about our mission and other initiatives.*
DOI: 10.3535/754-1sm-47s
title: Solemya togata (Poli, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/868-05x-83k
title: Heliacus A. d'Orbigny, 1842

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/13z-e7y-ad8
title: Cochlicopa A. Férussac, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bl9-vpq-fpg
title: Vertigo angustior Jeffreys, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fgr-ev1-lem
title: Clavatula bimarginata (Lamarck, 1822)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ff7-88h-4cp
title: Lepidochitona cinerea (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yc4-j88-xjb
title: Taxella gracilicaulis (Jäderholm, 1903)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mvw-wz7-4ft
title: Clausilia Draparnaud, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wlx-28k-yt4
title: Notoplax violacea (Quoy & Gaimard, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gfh-27e-kfl
title: Leptochiton inquinatus (Reeve, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z88-93j-xrx
title: Arion lusitanicus Mabille, 1868

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/72k-59g-7t9
title: Erato prayensis Rochebrune, 1882

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hq2-c6s-22m
title: Canarium microurceum Kira, 1959

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yg5-7zl-c6e
title: Vasum turbinellus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/byl-q1v-fap
title: Gonyodiscus rotundatus (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vj8-5mc-28y
title: Succinea putris (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/15n-nlz-d21
title: Eudendrium Ehrenberg, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cxb-86b-svp
title: Mytilus edulis edulis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/593-gkc-7gl
title: Pomatias elegans (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gdh-ym6-5gt
title: Xeroplexa intersecta (Poiret, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/79w-rar-kxg
title: Heliconoides inflatus (A. d'Orbigny, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ean-fp4-na7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ey8-2lc-lw9
title: Tucetona pectunculus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lrw-w74-t4n
title: Radsia goodallii (Broderip, 1832)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rxc-yry-982
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d1g-dyk-yce
title: Conus cancellatus cancellatus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x7k-0xz-0wy
title: Bittiolum varium (L. Pfeiffer, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ywa-n8p-n5q
title: Monoplex parthenopeus (Salis Marschlins, 1793)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/15y-vzr-0yz
title: Diplodonta rotundata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6bl-grc-1my
title: Erronea onyx (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dsw-lax-nz9
title: Sulfurina martensi (Issel, 1874)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17632/97ygd8zbjn
title: # Dynamic Power Analysis Resilience via Adaptive Noise Injection and Multi-Model Ensemble Learning

description: Dynamic Power Analysis Resilience via Adaptive Noise Injection and Multi-Model Ensemble Learning

This research presents ANIME (Adaptive Noise Injection & Multi-Model Ensemble), a novel defense framework to counter Dynamic Power Analysis (DPA) attacks on embedded systems. DPA exploits variations in power consumption to extract cryptographic keys, and traditional static countermeasures often fail against adaptive attackers. ANIME introduces a dynamic, intelligent, and responsive approach that integrates:

Real-time Power Monitoring – High-resolution sampling detects potential attack signatures during cryptographic operations. Sampling rate scales with algorithmic complexity.

Adaptive Noise Injection Controller – Uses reinforcement learning (RL) with a Deep Q-Network to adjust noise parameters in real-time. Noise is shaped to mask power traces effectively while minimizing performance loss, following:
N(t) = α(t) × G(P(t) − μ(t))

Multi-Model Ensemble Predictor – Combines Random Forest, SVM, and CNN models trained on diverse power data. Weights are optimized dynamically via Bayesian methods to maximize DPA detection robustness.

Methodology & Experiments:
Tests were conducted on an ARM Cortex-M4 running AES encryption. One million power traces were collected to train and evaluate the system. Baselines used traditional hiding countermeasures. ANIME was challenged with various DPA scenarios, including higher-order correlation attacks.

Results:

DPA attack success rate reduced from 60% (traditional hiding) to 5%.

Performance overhead kept below 5% (vs. 10% for static hiding).

Power variance increase limited to 2%.

Demonstrated 3× improvement in resilience over static approaches.

Advantages:

Real-time adaptability frustrates evolving attacker strategies.

Ensemble learning mitigates weaknesses of individual models.

RL-driven optimization balances security with efficiency.

Future Directions:
Hardware acceleration for faster noise processing, adaptive model selection based on threat context, formal verification integration, and federated learning for collaborative DPA defense without data sharing.

Impact:
ANIME represents a significant advancement in embedded system security, offering a scalable, low-overhead, and adaptive safeguard for critical applications like payment systems, IoT devices, and secure communications. By combining adaptive noise shaping, ensemble intelligence, and RL-driven control, it sets a new benchmark for DPA resilience in modern embedded environments.

This document is a part of the Freederia Research Archive. Explore our complete collection of advanced research at [en.freederia.com](https://en.freederia.com), or visit our main portal at [freederia.com](https://freederia.com) to learn more about our mission and other initiatives.
DOI: 10.3535/jdw-6bq-gbx
title: Phorcus lineatus (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l47-xwn-emd
title: Striosubulina Thiele, 1933

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4l6-jmy-j8k
title: Oxychilus Fitzinger, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5m0-p7m-rn2
title: Inchoatia inchoata paramythica (H. Nordsieck, 1974)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.85f4t4
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United Kingdom of Great Britain and Northern Ireland, Ireland, Portugal, Denmark, Russian Federation, France, Poland, Netherlands, Estonia, Faroe Islands)",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Ammodytes tobianus"
 ]
}

 The dataset includes 42 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000347-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.