Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T21:40:31.979243Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 0 inbound Pith citation observations for arXiv:2505.09261.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T21:40:31.979243Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
5 of 5 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9e0d740c-048a-4174-80cb-86c4edc9d994 · outbound
Instantiating Standards: Enabling Standard-Driven Text TTP Extraction with Evolvable Memory Cyber threat intelligence mining for proactive cybersecurity defense: A survey and new perspectives,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5f78d87f-beba-44d8-9906-7efd98859fb1 · outbound
Instantiating Standards: Enabling Standard-Driven Text TTP Extraction with Evolvable Memory What are the attackers doing now? automating cyberthreat in- telligence extraction from text on pace with the changing threat landscape: A survey,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ce5e8250-8183-4363-9323-ff111f8818f8 · outbound
Instantiating Standards: Enabling Standard-Driven Text TTP Extraction with Evolvable Memory On the Uses of Large Language Models to Interpret Ambiguous Cyberattack Descriptions
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef626290-15bf-4593-99b3-1724aa6f68b2 · outbound
Instantiating Standards: Enabling Standard-Driven Text TTP Extraction with Evolvable Memory Large language models are unreliable for cyber threat intelligence,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb19a6ea-4ebd-4705-9c1a-4f3c446108fa · outbound
Instantiating Standards: Enabling Standard-Driven Text TTP Extraction with Evolvable Memory Noise contrastive estimation-based matching framework for low-resource security attack pattern recognition,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
No inbound Pith citation observations are available.