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Evaluating and improving the robustness of security attack detectors generated by LLMs

output:c34b4545634180b79e295036

This dossier keeps one entity, its published attributes, every direct edge and the supporting source snapshots under a stable URL.

Entity type · Research outputPublic dossier · indexable21 Jul 2026, 08:42

Identity extends only as far as the published stable identifier or explicit mapping. Similar names are not merged. Missing links mean not observed in the bounded sources—not absent in reality.

identity ≠ name similarity · edge ≠ causality
1direct evidenced connections
1exact-identifier edges
2referenced source snapshots
6published attributes
ONE-HOP EVIDENCE

Every direct connection and its proof

The relation label and evidence class describe the entire claim. Open the source record before drawing a broader conclusion.

Exact identifieredge:project-output:101120393:c34b4545634180b79e295036
Relationshiphas_observed_output
ProjectSec4AI4Sec · Cybersecurity for AI-Augmented Systems
cordis_project_code

No additional excerpt published.

Open source ↗
PUBLISHED ATTRIBUTES

Fields retained with this identity

Attributes are descriptive source fields. They do not create cross-dataset identity unless an edge states that join explicitly.

Citation Count
0
Is Open Access
true
Open Aire Id
doi_dedup___::ada9d03d688259334b98100b7d8d43a1
Output Type
publication
Persistent Identifiers
2411.18216 · 10.1007/s10664-025-10743-w · 10.48550/arxiv.2411.18216
Publication Date
2025-12-05
PROVENANCE

Inspect the source snapshots

A source snapshot describes what was available at collection time. Corrections and later publications can change future observations.

01
german-ai-research-to-transfer-indexdoi_dedup___::ada9d03d688259334b98100b7d8d43a1 · openaire_research_product_id
Open original source
02
german-ai-research-to-transfer-index101120393:output:c34b4545634180b79e295036 · cordis_project_code
Open original source

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