10.46243/jst.2025.v10.i02.pp95-107 registered
Blockchain-Assisted Federated Learning for Cybersecurity: Combining Isolation Forest, Variational Autoencoders, and Differential Privacy
Resolves to https://jst.org.in/index.php/pub/article/view/1180
Held by Longman Publishers (India) · prefix 10.46243 live · DOI address https://doi.org/10.46243/jst.2025.v10.i02.pp95-107
Registered 29 Sep 2026 via crossref · record version 2 · last change 29 Sep 2026, 11:59 PM · record sha256 ba66a80ab0f6fac7…
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What the DOI identifies
JournalArticle — an article in a journal · Digital · Visual
Blockchain-Assisted Federated Learning for Cybersecurity: Combining Isolation Forest, Variational Autoencoders, and Differential Privacy (PrincipalTitle)
Published 2025-02-28
Part of Journal of Science & Technology · ISSN 2456-5660 · volume 10 · issue 2 · pages 95–107
Agents
- Durga Praveen Devi (author)
- Naga Sushma Allur (author)
- Koteswararao Dondapati (author)
- Himabindu Chetlapalli (author)
- Sharadha Kodadi (author)
- Aravindhan Kurunthachalam (author)
- Longman Publishers (publisher)
Identifiers DOI 10.46243/jst.2025.v10.i02.pp95-107
Abstract
The complexity of the cyber threats dictates the need for strong, privacy-preservingmechanisms for anomaly detection. This paper introduces a new framework called BAFL, anintegration of Isolation Forest and Variational Autoencoders combined with DifferentialPrivacy, for safe and scalable solutions in cybersecurity applications. Federated Learningallows distributed training across numerous clients without exposure of sensitive information,while the blockchain technology introduces trust and integrity in model updates.
System metadata — ISO 26324:2025, Annex B · DOI Handbook 10.1
Each element by the standard's name (Annex B: reference elements, then administrative) and the Handbook's (in grey), read off the record above.
| Element | Value | In the record |
|---|---|---|
| DOI Name DOI name | 10.46243/jst.2025.v10.i02.pp95-107 | doi |
| Referent Type referentType | Creation | referent |
| Referent Sub-Type referentSubType | JournalArticle — an article in a journal | type |
| Referent Name(s) referentName(s) | Blockchain-Assisted Federated Learning for Cybersecurity: Combining Isolation Forest, Variational Autoencoders, and Differential Privacy (PrincipalTitle) | titles |
| Basic Metadata basicMetadata | author: Durga Praveen Devi author: Naga Sushma Allur author: Koteswararao Dondapati author: Himabindu Chetlapalli author: Sharadha Kodadi author: Aravindhan Kurunthachalam publisher: Longman Publishers published: 2025-02-28 part of: Journal of Science & Technology · ISSN 2456-5660 · vol. 10 · no. 2 · pp. 95–107 form: Digital · Visual · Language | agents, dates, container, language, structural_type, modes, characters |
| Referent Identifier(s) alternateIdentifier(s) | none besides the DOI | identifiers, relations (IsSameAs) |
| Registration Authority registrationAuthorityCode | Crossref — issued by Crossref (member 25296); held here as a copy | record.source_agency (our code, ra_doi_name, for names issued here once appointed) |
| Created Date issueDate | 2025-08-26 | record.registered (when the DOI name was first registered) |
| relatedIdentifiers | none needed — the descriptive metadata is in this record | container, relations (only where the descriptive metadata lives at another identifier) |
complete Every System Metadata element is here, with the basic metadata a journal article needs.
Recommended for a journal article and not in this record: the language of the content.
The System Metadata Declaration (JSON) · the Kernel Metadata Declaration (XML) · what each sub-type needs
History — the ledger
Every change to this DOI, in order, as it was recorded. Entries are only ever added, never changed or removed.
| # | When | What | By | Changes |
|---|---|---|---|---|
| 1 | 29 Sep 2026, 10:00 PM | register registered at Crossref; record read from api.crossref.org | Administrator (admin) | 117 fields set · sha256 515c87f7db12… |
| 2 | 29 Sep 2026, 11:59 PM | update record re-read from api.crossref.org | Administrator (admin) | container.titles.0.value: |
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