gcdRadar
archive/Research/AIR-2025-0048
closedclosed 28 Mar 2025Research1 Research / proof of conceptAI

Web-Scale Data Poisoning via Split-View Attack

Researchers showed that popular web-scale datasets using URL lists are vulnerable to split-view poisoning attacks through expired domains. The technique allows attackers to replace training content with malicious data.

first report
14 Mar 2025
last update
14 Mar 2025

Timeline · 2

  1. 14 Mar 2025Web-Scale Data Poisoning: Split-View Attack
  2. 14 Mar 2025Poisoning Web-Scale Training Datasets is Practical

Sources · 2

Research and catalogues

  1. 2025-03-14
    Web-Scale Data Poisoning: Split-View Attack
    MITRE ATLAS · atlas.mitre.org/studies/AML.CS0025
  2. 2025-03-14

Titles and links belong to their publishers. The summary above is written by gcdRadar in its own words; data is CC BY-SA 4.0.

Classification

AI role
Attack on AI
categories
Data poisoning
severity
1 · Research / proof of concept
targets
Open-weight model, Framework / tooling
mitre atlas
no technique for these categories
dates
happened 6 Jun 2024 · first reported 14 Mar 2025
origin
MITRE ATLAS
Derived from MITRE ATLAS (Apache 2.0, © MITRE).
record
confidence 0.95 · created 2026-10-18 06:55Z · updated 2026-10-18 06:55Z

Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned

Copy a brief

This record as a short Markdown brief, for a ticket, a chat or a coding agent.

the brief as text
# Web-Scale Data Poisoning via Split-View Attack

https://gcdradar.vercel.app/incidents/web-scale-data-poisoning-via-split-view-attack · AIR-2025-0048 · closed 2025-03-28

- Lane: Research
- Severity: 1 (Research / proof of concept)
- Fix status: Fix status unknown
- First reported: 2025-03-14 (happened 2024-06-06)
- AI role: Attack on AI

## Summary

Researchers showed that popular web-scale datasets using URL lists are vulnerable to split-view poisoning attacks through expired domains. The technique allows attackers to replace training content with malicious data.

## What to do

No action recorded; read the sources below and the vendor's advisory.

## Latest updates

- 2025-03-14: Poisoning Web-Scale Training Datasets is Practical (https://arxiv.org/pdf/2302.10149)
- 2025-03-14: Web-Scale Data Poisoning: Split-View Attack (https://atlas.mitre.org/studies/AML.CS0025)

## Sources

- 2025-03-14 MITRE ATLAS: Web-Scale Data Poisoning: Split-View Attack https://atlas.mitre.org/studies/AML.CS0025
- 2025-03-14 arXiv: Poisoning Web-Scale Training Datasets is Practical https://arxiv.org/pdf/2302.10149

Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.

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