Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T18:56:28.001585Z
Paper Citation Record · LEDGER
LLM Ensemble Fault Classification for Automotive HiL Validation
As of 16 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.10710.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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
Reference resolution
38 of 38 outbound references displayed
- verified exact0
- verified fuzzy1
- unresolved37
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 691db7c9-5703-44a1-afee-f6eb7a17c925 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.773911Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 576bdbb5-8040-4b6f-a7b5-8ce802d06cd0 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.756392Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8a3225d0-029f-48dc-a0ba-c79949a43713 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.740097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6dae2333-269f-48d5-9544-e33769f14cef · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.722208Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a156c1d2-762d-445d-ba3d-7e3a2f3f0ce6 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.704506Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1994e25b-f50a-46fe-b3bd-2371a029696c · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T18:56:27.835612Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation defea87b-1266-46bb-ad10-b7c7c77ee1f9 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.675080Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8f7ea479-4f12-48df-80b2-f0842a99356a · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.658752Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1dd4fe68-7056-4ce2-8528-ce5ede182682 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.642400Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 84193c48-8cb8-47ba-829b-3a896b60f2b8 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.626251Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b7f589a0-da4f-460a-b63d-27c3a17639d9 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T18:56:27.861585Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75c2ecb4-a133-42e2-a789-6a8edd4fe586 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.610871Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bf72b522-8524-44dd-8b4e-f0023529a305 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.594722Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4ecf0b8b-787a-468d-8f68-512b950a9d39 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.578470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4b54345c-ce6f-44d7-af95-192faeec1a87 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.562089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a26729f2-13d2-4590-b36e-7544f2987733 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.546519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6c503ff1-7332-46ee-989e-ebba77ec90ad · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.530086Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 585c30e7-7593-4d75-9971-555bccbd4312 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.513421Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3d8f9a1c-1356-49ab-8433-154a33599fee · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.495820Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 23f519ee-f42f-44a2-9880-3e1113827877 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.476383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 205dc5a1-c47b-407f-917b-5166a0203cc5 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.458117Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2f756f86-58a0-4440-9266-c3fa0a945418 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.439105Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2e1404a1-9177-4efa-8d2c-e6783e9d8a19 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.423015Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b83582f5-652c-471c-85e7-c231d6f685cb · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.406506Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4855e0ec-68ec-4d52-96ea-1f7f5c389974 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.390688Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation af093c0b-a2e7-437e-a64d-f5574162d253 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.374676Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 31fd8dfc-f553-457b-81a8-2c45110e8576 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.358120Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e8402ccb-ea65-47df-ae0c-32960a24447e · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.341731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation dbc0f8c5-901e-4d59-b8a7-1800ff47d14a · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.324144Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation be55955a-f65e-40cd-b0fe-db39d41d6e2f · outbound
This paper cites 2013.Detecting anomalies in multivariate time series from automotive systems.
LLM Ensemble Fault Classification for Automotive HiL Validation 2013.Detecting anomalies in multivariate time series from automotive systems
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T18:56:28.306774Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5ff5952a-94c7-4b6f-a5d6-7f843751524a · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.289055Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3c4e2593-7ea0-43e2-8052-dcefbbcc9f4c · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.269769Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3bf54000-a6f1-466f-964e-8c4883b81c8c · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.251393Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7d76efd6-cb37-46a9-8f11-542eca98bc30 · outbound
This paper cites Automating a Complete Software Test Process Using LLMs: An Automotive Case Study.
LLM Ensemble Fault Classification for Automotive HiL Validation Automating a Complete Software Test Process Using LLMs: An Automotive Case Study
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T18:56:27.980469Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8dd44099-9d05-4fd8-a33f-c6ed7f47c7a5 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.232210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 226a9b63-46c7-420d-914c-17d3603ccb67 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.193713Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c11ef169-e6d8-4b74-9a42-dde821a58998 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.174916Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 167b03c5-33fc-45e6-a5e3-07c920ac77b7 · outbound
This paper cites an unresolved cited work.
LLM Ensemble Fault Classification for Automotive HiL Validation Unresolved cited work
Reference 2025
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T18:56:28.212845Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
No inbound Pith citation observations are available.