cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15156/bio/sh1383754.10fu
title: SH1383754.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1383755.10fu
title: SH1383755.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1383758.10fu
title: SH1383758.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.wzdjxh
title: Occurrence Download

description: A dataset containing 707 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trachyspermum ammi, Trapa natans, Trianthema ceratosepalum, Trianthema portulacastrum, Trianthema salsoloides, Trianthema triquetrum, Tribulocarpus dimorphanthus, Triplocephalum holstii, Osteospermum monocephalum, Osteospermum volkensii, Tristemma leiocalyx, Tristemma schliebenii, Trochomeria macrocarpa, Ipomoea stenosiphon, Silene abyssinica, Silene kenyana, Silene kigesiensis, Silene kiwuensis, Urtica urens, Valeriana capensis, Valeriana kilimandscharica, Valeriana volkensii, Valerianella microcarpa, Verbena brasiliensis, Vernonella acrocephala, Oocephala agrianthoides, Vernonia alticola, Jeffreycia amaniensis, Vernoniastrum ambiguum, Vernonia amoena, Baccharoides ballyi, Vernonia brachycalyx, Vernonia brachytrichoides, Vernonia bruceae, Vernonella chthonocephala, Vernonia congolensis, Vernonella denudata, Vernonia fischeri, Vernonia gilbertii, Vernonia hochstetteri, Vernonia ianthina, Linzia infundibularis, Vernonia ischnophylla, Vernonia kamerunensis, Vernonia kandtii, Vernonia kawoziensis, Vernonia kigomae, Lampropappus hoffmannii, Baccharoides longipedunculata, Vernonia luhomeroensis)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Country is one of (Kenya, Uganda, Tanzania, United Republic of, Burundi, Rwanda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 707 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005830-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/dpd71e
title: A97_8817.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/ec9d0c31-b4f2-1cd3-2413-3fe93a0cba39'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/ec9d0c31-b4f2-1cd3-2413-3fe93a0cba39
DOI: 10.7910/dvn/aa5yvw
title: A94_6558.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/9c5ce961-3c4b-f4e4-ea5c-4fe7708c4bb3'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/9c5ce961-3c4b-f4e4-ea5c-4fe7708c4bb3
DOI: 10.5281/zenodo.15312118
title: JailFact-Bench: A Comprehensive Analysis of Jailbreak Attacks vs. Hallucinations in LLMs

description: JailFact-Bench is a curated benchmark dataset for analyzing jailbreak attacks and hallucination patterns in Large Language Models (LLMs). It contains semantically aligned jailbreak and factuality prompts, along with metadata including toxicity shifts, similarity scores, and annotation strategies. Developed at NYU Abu Dhabi under Professor Christina Pöpper, this dataset accompanies the paper accepted at the SiMLA 2025 Workshop, co-located with the 23rd International Conference on Applied Cryptography and Network Security (ACNS).
DOI: 10.5281/zenodo.15312119
title: JailFact-Bench: A Comprehensive Analysis of Jailbreak Attacks vs. Hallucinations in LLMs

description: JailFact-Bench is a curated benchmark dataset for analyzing jailbreak attacks and hallucination patterns in Large Language Models (LLMs). It contains semantically aligned jailbreak and factuality prompts, along with metadata including toxicity shifts, similarity scores, and annotation strategies. Developed as part of a capstone research project at NYU Abu Dhabi under Professor Christina Pöpper, this dataset accompanies the paper accepted at the SiMLA 2025 Workshop, co-located with the 23rd International Conference on Applied Cryptography and Network Security (ACNS).
DOI: 10.5281/zenodo.15316382
title: JailFact-Bench: A Comprehensive Analysis of Jailbreak Attacks vs. Hallucinations in LLMs

description: JailFact-Bench is a curated benchmark dataset for analyzing jailbreak attacks and hallucination patterns in Large Language Models (LLMs). It contains semantically aligned jailbreak and factuality prompts, along with metadata including toxicity shifts, similarity scores, and annotation strategies. Developed as part of a capstone research project at NYU Abu Dhabi under Professor Christina Pöpper, this dataset accompanies the paper accepted at the SiMLA 2025 Workshop, co-located with the 23rd International Conference on Applied Cryptography and Network Security (ACNS).
DOI: 10.5281/zenodo.15318905
title: JailFact-Bench: A Comprehensive Analysis of Jailbreak Attacks vs. Hallucinations in LLMs

description: JailFact-Bench is a curated benchmark dataset for analyzing jailbreak attacks and hallucination patterns in Large Language Models (LLMs). It contains semantically aligned jailbreak and factuality prompts, along with metadata including toxicity shifts, similarity scores, and annotation strategies. Developed at NYU Abu Dhabi under Professor Christina Pöpper, this dataset accompanies the paper accepted at the SiMLA 2025 Workshop, co-located with the 23rd International Conference on Applied Cryptography and Network Security (ACNS).
DOI: 10.7910/dvn/d7aymx
title: A12_22549.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/da46a6e6-e203-42db-8da9-9113142fb48a'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/da46a6e6-e203-42db-8da9-9113142fb48a
DOI: 10.7910/dvn/czf0lc
title: Executive Agreements Database, Statement Concerning the Agreement with Sri Lanka Concerning Acquisition and Cross-Servicing Signed At London March 5, 2007 Entered Into Force March 5, 2007

description: KAV 7937

First signed 03/05/2007
Last signed 03/05/2007
Entry into force (supplemented by last signed) 03/05/2007

CAR 2007-073

stamped 
07-73

C06572537
cover memo
DOI: 10.7910/dvn/co46tz
title: A12_23609.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/b82fc7f8-f5a3-4505-9ef0-8e51648044ca'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/b82fc7f8-f5a3-4505-9ef0-8e51648044ca
DOI: 10.7910/dvn/etddor
title: A12_23337.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/5a94d872-6a92-4840-ade5-31256c1fafd0'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/5a94d872-6a92-4840-ade5-31256c1fafd0
DOI: 10.7910/dvn/qrsnrd
title: Replication Data for: "The Cycle Continues: An Assessment of Democratic Transitions in Latin America with New Data and Indicators"

description: This study examines how theoretically driven indicators modify our understanding of transition dynamics in Latin America. Our indicators show that a noticeable wave of reversion to authoritarian rule in Latin America occurred during the last two decades. Moreover, unlike the past, where authoritarian regimes were established with military coups, the Democracy-Dictatorship Reprise for Latin America (DDRLA) confirms that the region's recent experience with democratic reversion has been brought about by presidents who secured office through elections and who manipulated rules to remain in office for more than two terms. For the period from 1946 to 2022, we discuss how the minimalist conception of democratic regimes can be further advanced with our reformed political regime indicator, as well as measures of initial elections and political regime transitions. We then demonstrate the utility of the DDRLA by replicating studies recently published in leading journals.
DOI: 10.7910/dvn/drkmas
title: A91_3969a.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/2de9f77a-b10b-321b-8ea8-741a6d8d87bd'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/2de9f77a-b10b-321b-8ea8-741a6d8d87bd
DOI: 10.7910/dvn/eieqkq
title: Executive Agreements Database, Statement Concerning the Agreement with Japan Extending The Agreement Of November 30, 1998 On The Advanced Microwave Scanning Radiometer-E (AMSR-E) Program Effected By Exchange Of Notes Act Washington May 22, 2008 Entered Into Force May 22, 2008

description: TIAS 08-522

First signed 05/22/2008
Last signed 05/22/2008
Entry in force (supplemented by last signed) 05/22/2008

CAR 2008-111

stamped 08-111

C06572682

cover memo
DOI: 10.7910/dvn/gqlzfg
title: Executive Agreements Database, Statement Concerning the Assistance Agreement with Egypt Amending The Agreement Of September 30, 2001, As Amended, For Development Support Program II, with Annex. Signed At Cairo October 23, 2008. Entered Into Force October 23, 2008.

description: KAV 8523 cover memo
DOI: 10.6084/m9.figshare.28881986
title: <b><i>Toxoplasmosis gondii </i></b>

description: This study reveals a new molecular mechanism of maternal‑fetal tolerance dysfunction after <i>T. gondii</i> infection.
DOI: 10.6084/m9.figshare.28881986.v4
title: <b><i>Toxoplasmosis gondii </i></b>

description: This study reveals a new molecular mechanism of maternal‑fetal tolerance dysfunction after <i>T. gondii</i> infection.
DOI: 10.7910/dvn/au8y0z
title: A97_8743.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/a7983eb6-e55d-44e4-94f7-4ec069f22140'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/a7983eb6-e55d-44e4-94f7-4ec069f22140
DOI: 10.7910/dvn/abza4l
title: Replication Data for: Spatio-temporal signatures of inertio-elastic turbulence in dilute polymer solutions

description: Excel file containing the rheological properties of the dilute polymer solutions studied in this work.
DOI: 10.7910/dvn/qs2tgb
title: A10_18312.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/67931b0d-542e-4803-afc6-bf4fa40f1c3d'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/67931b0d-542e-4803-afc6-bf4fa40f1c3d
DOI: 10.7910/dvn/rmk7aj
title: A10_18275.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/a4cc714e-e49a-4c8c-88ba-a8514ad80bb5'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/a4cc714e-e49a-4c8c-88ba-a8514ad80bb5
DOI: 10.7910/dvn/asl44x
title: Replication Data

description: This data package contains responses from participants of a questionnaire survey conducted for the study on challenges to adoption of green buildings in Nepal.
DOI: 10.7910/dvn/hzg3aq
title: Executive Agreements Database, Statement Concerning the Agreement with Ethiopia Regarding the Provision Of Articles and Services Pursuant To Section 1206 of the National Defense Authorization Act For Fiscal Year 2007, As Modified and Extended, Or Successor Legislation. Effected By Exchange Of Notes Act Addis Ababa July 26 and August 3, 2007. Entered Into Force August 3, 2007.

description: KAV 8198 cover memo
DOI: 10.7910/dvn/hcfaeo
title: Dataset for Interactive Webapp for "Brittle origin of off-fault fractures during the 2019 Ridgecrest earthquake sequence"

description: Data for webapp to visualize analyses from the manuscript
DOI: 10.7910/dvn/mk6jjj
title: A16_31022.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/d1c5f0cb-590c-407a-9b86-70c2f2417d76'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/d1c5f0cb-590c-407a-9b86-70c2f2417d76
DOI: 10.7910/dvn/aafaaq
title: ACLR asymmetries across devices

description: Dataset of ACLR patients (n=14) and healthy controls (n=25) that completed isokinetic knee extensions at 60 deg/s and countermovement jumps
DOI: 10.7910/dvn/26xok6
title: Executive Agreements Database, Statement Regarding Strategic Objective Grant Agreement Between The United States of America and Colombia For Support For Internally Displaced Persons and Other Vulnerable Groups, with Annexes. Signed At Bogota July 9, 2004. Entered Into Force July 9, 2004.

description: KAV 7457

First signed 07/09/2004
Last signed 07/09/2004
Entry into force (supplemented by last signed)07/09/2004

stamped 05-305

C06563163

cover memo
DOI: 10.7910/dvn/9kdua9
title: A15_28232.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7c258886-7f03-46a4-9297-3cd9a33c5756'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7c258886-7f03-46a4-9297-3cd9a33c5756
DOI: 10.7910/dvn/50ud6p
title: A13_25183.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/c27ac8d2-7d8e-4b10-aa4c-395c00aa2a53'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/c27ac8d2-7d8e-4b10-aa4c-395c00aa2a53
DOI: 10.7910/dvn/ab5xyq
title: Replication Data for: Risk reduction in two-pillar mandatory pension system under regulatory constraints: Simulation-based evidence from Poland

description: R-script and data
DOI: 10.7910/dvn/kqcdrl
title: Replication Data for 2025 ACS Applied Nano Materials paper

description: Data for ACS Appl. Nano Mater. 8, 2412–2420 (2025).
DOI: 10.7910/dvn/i1rul6
title: A12_21931.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/80aea239-3b6d-4fa9-a3a0-0d7255ea6552'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/80aea239-3b6d-4fa9-a3a0-0d7255ea6552
DOI: 10.7910/dvn/a3tldh
title: Effects of nitrogen addition on soil bacterial community composition and diversity of switchgrass saline-alkali land in Ningxia, China

description: sequence data and raw data
DOI: 10.7910/dvn/cpzvax
title: Executive Agreements Database, Statement Concerning the Agreement with Ukraine Amending The Agreement Of December 5, 1993, As Amended and Extended, Concerning the Provision Of Material, Services, and Related Training To Ukraine In Connection with The Elimination Of Strategic Nuclear Arms. Signed At Washington and Kyiv September 19 and October 27, 2008. Entered Into Force October 27, 2008.

description: cover memo
DOI: 10.15468/dl.3x6mtp
title: Occurrence Download

description: A dataset containing 13359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Antilocapra americana (Ord, 1815)"
 ]
}

 The dataset includes 13359 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010004-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/gqbbx4
title: PRÁTICAS DO PROFESSOR DE MATEMÁTICA NO CONTEXTO DE PANDEMIA DA COVID 19: O QUE REVELAM NARRATIVAS MEMÉTICAS?

description: Este artigo apresenta os resultados de uma pesquisa desenvolvida com o objetivo de analisar o que revelam narrativas meméticas, produzidas durante o período pandêmico, acerca das práticas do professor que ensina Matemática. Tratou-se de uma investigação qualitativa, do tipo estudo de campo online, que teve como lócus de investigação a rede social Instagram, especificamente os memes publicados entre março de 2020 e março de 2021, relacionados à formação e à atividade docente. Partindo de critérios estabelecidos, foram selecionados três perfis: @matematicacomfeliciano, @professoresonhadores e @escoladadepressao. Neles foram encontrados 62 memes voltados ao tema em análise. A pesquisa de Iniciação Científica esteve vinculada ao Laboratório de Estudos e Pesquisas em Educação Matemática (LEPEM) da Universidade do Estado da Bahia (UNEB) e foi financiada pelo CNPq. Como resultados, observou-se que os memes encontrados, em geral, destacaram a falta de interação/participação dos estudantes durantes as aulas remotas; as inúmeras atividades docentes e a sobrecarga de trabalho desses profissionais, com dificuldades de atender a todos os alunos; além da ausência de formação específica que impossibilitou o manuseio correto das ferramentas tecnológicas pelos professores.
DOI: 10.7910/dvn/a80q5e
title: A89_3119.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/30a510cf-9696-b07e-b6ae-b6b85ff15a79'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/30a510cf-9696-b07e-b6ae-b6b85ff15a79
DOI: 10.7910/dvn/27084
title: Spectrum Ultimum Capellae

description: Capella is the strongest coronal line source accessible to Chandra. It has been cumulatively observed with gratings for over 1.2 Msec thus far. The accumulated spectrum represents astrophysical ground truth for atomic physics calculations that is unprecedented in quality. We analyze co-added spectra from ACIS-S/HETG, ACIS-S/LETG, and HRC-S/LETG to generate a comprehensive list of detectable lines and their locations, spanning two orders of magnitude in photon energy. We compare the locations of identifiable lines with locations from atomic databases ATOMDB and Chianti and characterize the uncertainties in the databases. The full line lists and comparisons will be made available at the Dataverse here.
DOI: 10.15468/dl.2gpurv
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megophrys intermedia Smith, 1921"
 ]
}

 The dataset includes 72 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010006-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/3keony
title: A09_18013.JPG

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/7c31d02f-8a3c-eb3e-2f70-688dbcbf616c'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/7c31d02f-8a3c-eb3e-2f70-688dbcbf616c
DOI: 10.7910/dvn/d29uwa
title: A17_33883.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/0654bf07-3b72-48cb-9cd3-e63f35ba0edd'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/0654bf07-3b72-48cb-9cd3-e63f35ba0edd
DOI: 10.7910/dvn/dwpfak
title: A12_22942.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/9997f912-3629-40e7-ade4-7e979d5d45b9'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/9997f912-3629-40e7-ade4-7e979d5d45b9
DOI: 10.7910/dvn/i1i6br
title: A15_27323.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/3be2ce96-e442-40c1-8a5c-2ad4e690e244'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3be2ce96-e442-40c1-8a5c-2ad4e690e244
DOI: 10.15468/dl.dkssuj
title: Occurrence Download

description: A dataset containing 6158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Thamnophis cyrtopsis (Kennicott, 1860))"
 ]
}

 The dataset includes 6158 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010005-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/d5xizw
title: Examination of the Effects of False Data Injection Attacks on Smart Grid

description: Examination of the Effects of False Data Injection Attacks on Smart Grid
1*Fuad Hasan Shishir, 2Md Zahid Hasan, 3Md Ekramul Haque
1North China Electric Power University, Electrical Engineering and it's Automation, China
2 Fulton Montgomery Community college, Computer Networking & Cyber Security, 
3 Hohai University, College of Energy and Electrical Engineering, Nanjing, China
fuadhasanshishir98@gmail.com; mdzahidhasan205878@gmail.com; ekramulhaque.hhu100@gmail.com; 

Abstract
With the development of advanced information and communication technology, traditional pow-er grids have been transformed into smart grids. An important feature of smart grids is the mutu-al influence between information systems and physical systems, forming a highly coupled power information physical system, which makes smart grids face more severe information security threats than traditional grids. False Data Injection Attack (FDIA) is an emerging form of covert power grid attacks. The paper comprehensively discusses the attack model, suppression schemes, and impact of false data injection on smart grids, and the topic has practical signifi-cance.The main work of the paper includes the following aspects: Firstly, the paper provides an overview of the basic concepts and key technologies of smart grids, as well as information securi-ty issues. Next, we will comprehensively discuss the FDIA model and its classification. Then, a neural network-based FDIA suppression model was designed and simulated for testing. Finally, the impact of FDIA on smart grids was comprehensively discussed. The main contribution of the paper is the design of a system model for FDIA detection, localization, and data recovery based on a neural network framework. The results of the paper can provide reference for a comprehen-sive exploration of the impact of FDIA on smart grids.


Keywords: smart grid, false data injection attack, deep neural net