Paper Citation Record · LEDGER

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping

As of 15 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2607.18684.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.18684 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T14:43:11.456950Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy0
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9c4c1ece-3ec6-48ba-94f0-51f8df27b73d · outbound

This paper cites Shifting gears: Vicone 2025 automotive cybersecurity report.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Shifting gears: Vicone 2025 automotive cybersecurity report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:09.022198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b602787c-12dc-4c93-9a27-a683f260fb5c · outbound

This paper cites UN Regulation No.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping UN Regulation No

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:09.107066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 732fe47e-effe-44e1-bb88-8d44a3a5cfaf · outbound

This paper cites ISO/SAE 21434:2021: Road vehicles – cybersecurity engineering.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping ISO/SAE 21434:2021: Road vehicles – cybersecurity engineering

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:09.211418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5952d6a-e283-47cc-b15e-86f021a653f2 · outbound

This paper cites Combining cyber security intelligence to refine automotive cyber threats.ACM Transactions on Privacy and Security, 27(2):1–34, 2024.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Combining cyber security intelligence to refine automotive cyber threats.ACM Transactions on Privacy and Security, 27(2):1–34, 2024

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:09.305455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 410cf756-3354-42cd-a847-2cf1514e012a · outbound

This paper cites Automotive threat matrix (ATM), March 2024.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Automotive threat matrix (ATM), March 2024

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:09.439226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 825b5098-17ff-43e1-bc57-61be0a6894f9 · outbound

This paper cites Survey of hallucination in natural language generation.ACM Computing Surveys, 55(12):1–38, 2023.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Survey of hallucination in natural language generation.ACM Computing Surveys, 55(12):1–38, 2023

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:09.557514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8e1c16b-8afb-4362-ae27-a03c64006a84 · outbound

This paper cites AI-enhanced threat analysis and risk assessment for connected and autonomous vehicles.Software Quality Journal, 33(3):26, 2025.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping AI-enhanced threat analysis and risk assessment for connected and autonomous vehicles.Software Quality Journal, 33(3):26, 2025

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:09.725553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97c02685-a179-4315-bbc2-5611c1b0ac57 · outbound

This paper cites Automating function-level tara for automotive full-lifecycle security, 2025.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Automating function-level tara for automotive full-lifecycle security, 2025

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:09.891101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42cb4148-4550-4f35-b6d0-93163fd467ae · outbound

This paper cites TTPDrill: Automatic and accurate extraction of threat actions from unstructured text of CTI sources.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping TTPDrill: Automatic and accurate extraction of threat actions from unstructured text of CTI sources

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:10.031202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea7b56e9-b680-4120-b6d1-451970633dec · outbound

This paper cites Automated mapping of Common Vulnerabilities and Exposures to MITRE ATT&CK tactics.Information, 15(4):214, 2024.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Automated mapping of Common Vulnerabilities and Exposures to MITRE ATT&CK tactics.Information, 15(4):214, 2024

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:10.149211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 651e26fd-400b-4cf6-bce7-22d333b350e9 · outbound

This paper cites CTIBench: A benchmark for evaluating LLMs in cyber threat intelligence.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping CTIBench: A benchmark for evaluating LLMs in cyber threat intelligence

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:10.244761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7deffe91-4c9a-4c48-b286-452dc75b4cb4 · outbound

This paper cites SoK: Automated TTP extraction from CTI reports – are we there yet? In34th USENIX Security Symposium (USENIX Security 25), pages 4621–4641, Seattle, W A, August 2025.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping SoK: Automated TTP extraction from CTI reports – are we there yet? In34th USENIX Security Symposium (USENIX Security 25), pages 4621–4641, Seattle, W A, August 2025

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:10.394872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dbe6189-2edd-4db6-9938-962bceb16d52 · outbound

This paper cites Assessing LLMs models’ knowledge of automotive cyberthreats benchmarking autoISAC framework.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Assessing LLMs models’ knowledge of automotive cyberthreats benchmarking autoISAC framework

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:10.564748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74a98bf2-d6af-4140-9d93-d4ff48b4149b · outbound

This paper cites Can LLMs express their uncertainty? an empirical evaluation of confidence elicitation in LLMs.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Can LLMs express their uncertainty? an empirical evaluation of confidence elicitation in LLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:10.635367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b83455e-bd5e-4729-a0e7-34219fba0512 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Xing, Hao Zhang, Joseph E

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:10.739044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7adeec54-c064-4b68-ab91-a2d39a3a3a5c · outbound

This paper cites Predict responsibly: Improving fairness and accuracy by learning to defer.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Predict responsibly: Improving fairness and accuracy by learning to defer

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:10.900780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8800377-e860-4e08-a36d-3cab5a16180b · outbound

This paper cites Angelopoulos and Stephen Bates.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Angelopoulos and Stephen Bates

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:11.081050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5228c381-093d-4c22-90e5-6d09720a79c2 · outbound

This paper cites Automotive zero-day vulnerabilities: Zero-day advisories, 2026.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Automotive zero-day vulnerabilities: Zero-day advisories, 2026

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:11.297362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5406263-45a0-441d-811f-37728f1f559f · outbound

This paper cites Jayaratne.

When to Trust the Map: Confidence-Aware LLM Routing for Automotive CVE-to-ATM Mapping Jayaratne

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:11.456950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.