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Paper Citation Record · LEDGER

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance

As of 8 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2506.06868.

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

pith.paper-citation-record.v1
2506.06868 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:52:22.553589Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

23 of 23 outbound references displayed

  • verified exact0
  • verified fuzzy18
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e9fb11fa-40f2-4393-8a2f-15634f3c0e6e · outbound

This paper cites In: SAFECOMP 2022 Wkps.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance In: SAFECOMP 2022 Wkps

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.809029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f95e4656-264f-488b-9dab-be9eddf2de2f · outbound

This paper cites Computer54(8), 66–76 (2021).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance Computer54(8), 66–76 (2021)

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T05:52:22.476309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:52:22.476309Z digest=sha256:60c9c9ba45dc4ee5a88f688f7965896729a8ae5d7276668fc4cd47e494574be0

Observation ff20dbcd-63c4-49d9-a458-43af013226aa · outbound

This paper cites In: IMBSA 2020, Lisbon.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance In: IMBSA 2020, Lisbon

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.794354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 63493527-60a3-45c2-b918-1053bd6c0603 · outbound

This paper cites In: IMBSA 2022, Munich.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance In: IMBSA 2022, Munich

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.785729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.484936Z digest=sha256:f48dccb967268ec41d279549ac58a4571843d138f31969fe339eaf71e5bcff80

Observation 3f2fc340-aea0-4c18-8da3-e15ce554a3f1 · outbound

This paper cites IEEE Software (2023).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance IEEE Software (2023)

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.776471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.488776Z digest=sha256:c76b91ff48305a74ef9c5b79c5c5f13a6a7f6cf355e18935d7ca57f12bcf6f24

Observation b29943ce-751b-4096-aa3e-83fb5a68e2a6 · outbound

This paper cites IEEE Access10, 39769–39781 (2022).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance IEEE Access10, 39769–39781 (2022)

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.767811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.492820Z digest=sha256:3f7d7bdcceaf5ccbf87ec996252a49f358df50e5dd7039b40aef927d2a63b23e

Observation f917104c-11c7-4ccb-993e-8a5da967fa78 · outbound

This paper cites an unresolved cited work.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:52:22.758272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.496535Z digest=sha256:9a3c18391656103bd35db510a9c5b4899d7522b1ef53924a0007d38a7d2135f4

Observation e9e7d606-15d7-4a12-b7a5-042c3758709e · outbound

This paper cites Trans- port Research Part A: Policy and Practice77, 167–181 (2015).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance Trans- port Research Part A: Policy and Practice77, 167–181 (2015)

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.749485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.499947Z digest=sha256:38d54de2667c713f51cad5b23e70883ac0b23e0ee19f67adeeeea813fe6c8bdb

Observation 3fb4f84e-822d-4217-9cac-daa41eb429f8 · outbound

This paper cites In: IMBSA 2022, Munich.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance In: IMBSA 2022, Munich

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.740470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.503691Z digest=sha256:a89a8a9e2ab759747ca13cf05dbdfa7a8351dbe5682a34033799444d0700a928

Observation 8b8d2960-9f4b-41c8-9646-81900895ad0d · outbound

This paper cites Scope Compliance Uncertainty Estimate.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance Scope Compliance Uncertainty Estimate

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T05:52:22.507348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:52:22.507348Z digest=sha256:950afab93bbfb6161c0b6a40bded4693b50a102060ca7651a66786bf3ac7188f

Observation 61af2ab4-da46-4753-b04d-001e251ebbb0 · outbound

This paper cites In: Proceedings of the Workshop on Artificial Intelligence Safety (SafeAI 2021).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance In: Proceedings of the Workshop on Artificial Intelligence Safety (SafeAI 2021)

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.731117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 93d3b43d-1989-412b-88b7-fea6e4331e94 · outbound

This paper cites Safety science115, 154–175 (2019).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance Safety science115, 154–175 (2019)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.721626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.514874Z digest=sha256:332db3179d1077f1dcae1fcc93a7bbc52755bac63b38e83df1a7de4163de68fc

Observation dcd6a34f-3325-4fcc-93ca-be8bd8c742bb · outbound

This paper cites In: IMBSA 2019, Thessaloniki.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance In: IMBSA 2019, Thessaloniki

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.711936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.518344Z digest=sha256:5d032b6035a97c3fd4baff378052d79af1abbf9304ce5b9b231789000b5c89f2

Observation 2c9704b5-be8d-4461-a3f5-b7b6ddd87e63 · outbound

This paper cites Safety science105, 55–70 (2018).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance Safety science105, 55–70 (2018)

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.702362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.522000Z digest=sha256:f3662c21f3c6fec0df656d1e45b2482dc14e6a1f9d85239d54ecc244e980e792

Observation b8841941-b4f9-4687-aefb-d2f2ef2c5177 · outbound

This paper cites In: Intl Conf.on Computing, Electronics & Communications Engineering (iCCECE).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance In: Intl Conf.on Computing, Electronics & Communications Engineering (iCCECE)

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.693117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.525291Z digest=sha256:946c28afeca0096589267c0780559099ee8898953b115c1723f166b366ddd28f

Observation 8c4c0474-3b7f-4e8a-bc17-28e5a24ebd82 · outbound

This paper cites https://www.kaggle.com/datasets/meowmeowmeowmeowmeow/gtsrb-german- traffic-sign (2021).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance https://www.kaggle.com/datasets/meowmeowmeowmeowmeow/gtsrb-german- traffic-sign (2021)

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.682911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.528782Z digest=sha256:405ef7abf2b4f1c61e99c44fe7a940fb2f010081a783d498a38c2734b412c1b9

Observation 7e1c2b2e-d48a-40e6-a800-b88fc079029c · outbound

This paper cites Int’l Joint Conferences on AI, Inc.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance Int’l Joint Conferences on AI, Inc

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.671955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.532391Z digest=sha256:200f8c39789b2762674dfc01afc7d7524e7dfcc205e1972b82a79e7303e69b29

Observation cd253816-313d-4906-bfe4-54527d9c28a9 · outbound

This paper cites In: ISSREW.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance In: ISSREW

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.661006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.535973Z digest=sha256:07ac7a757f432b50c66864c980796b0e3ec4b1d3c3eacc93a075d835a64951aa

Observation 841e58d4-0e17-4d4d-919e-c4ccb0012d3c · outbound

This paper cites an unresolved cited work.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:52:22.649234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.539569Z digest=sha256:8905408d50e2a5ceb6c17d9644386c04757b4c1ee6f23ba59bb4329baa876c21

Observation 31502862-a341-425a-87a6-2bc77cd54db2 · outbound

This paper cites ACM Trans Autonomous and Adaptive Systems (TAAS)8(2), 1–20 (2013).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance ACM Trans Autonomous and Adaptive Systems (TAAS)8(2), 1–20 (2013)

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.638355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.543287Z digest=sha256:eed33b6265448b1f6f12d60f2e731eeba2d35ca4e633b7c7da73440b22705a13

Observation 4bd96e9e-4ab0-4a41-8277-39e17674c4e8 · outbound

This paper cites In: IJCNN.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance In: IJCNN

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.626441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.546623Z digest=sha256:be6581d3481153da3b72dcc6c3576e6aff6754e4bb79fc0459855c8435d86e43

Observation 55563066-b71d-4447-9a12-56c9fd1a7d22 · outbound

This paper cites IEEE Transactions on Intelligent Vehicles1(1), 68–77 (2016).

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance IEEE Transactions on Intelligent Vehicles1(1), 68–77 (2016)

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:52:22.613787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.550189Z digest=sha256:4cf670a4a064b64764dfa8de3e5408a0e204af67be2b7ac93b301554f92e89f5

Observation c9d0aecf-a1ec-44b0-b7ce-28417b04f1a6 · outbound

This paper cites an unresolved cited work.

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:52:22.599382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:52:22.553589Z digest=sha256:786bce7d4e4c685827a2062b0e3029c1b94f8d88dfc6bf253bce28cdc6f57fb9

Pith citing papers

No inbound Pith citation observations are available.