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Paper Citation Record · LEDGER

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance

As of 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.484936Z digest=sha256:a09e872cc5c81c5ee2a7110e0612e024f541e37c800a7e4d729f51f7c4f122c3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.488776Z digest=sha256:03c48c79374f56a7147a493c10368b5ad9716a8128c15325c05ec4158768f268

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.492820Z digest=sha256:512e74f311a5db20b44abbbe2cdfdfdc70ccd26c467b027a0cdf0530b7185b34

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.496535Z digest=sha256:fe2c08e6747837df842e3d1c6bab929735ce53834f3f10008e622336ea5cb1e2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.499947Z digest=sha256:927ca718089dda381670725a10583f2d633eb4ae735ba809536db624c06915eb

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.503691Z digest=sha256:0c043539f3a1e5e7a6f18522ca261f7f66aca136602a97a2a339fa5004ee1311

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.511302Z digest=sha256:4804a25dbc4b646d112f5818d28a2d27428f99ab5ec2c3e723dee2ac3ed0a6d7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.514874Z digest=sha256:0614a2c3581de1e8a963bd4add8e82807d69e8730b0b4912eaf752b636aea0d4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.518344Z digest=sha256:8f4ca942b8ccf613b22361bdf9baabdcb5fe643f18bfc7142b1ce18b3d58186c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.522000Z digest=sha256:fa9ffe57ab49c1ae662448220a7e2a5e8c33fe0d08637e8afc12d99b7ad396c0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.525291Z digest=sha256:f9d1e00bd98aa3273cecad9e5c5034f8d669e554dae007a4b19e3fe72453f031

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.528782Z digest=sha256:767e229d29fbce4117f51ae638ef5591072ba9a76c9b411ffb696ade91af5d83

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.532391Z digest=sha256:aec95094540a052cb3f7e7061efcf805f5e8819dcf067e9aac91c37c35bb12d7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.535973Z digest=sha256:46312e1e81b20b67a5662769c147982d739796b6ccffaf74884ec4a72029e07f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.539569Z digest=sha256:2d9dc81a41e1c13f19ed1fb1f326791f3fdfc6ba08273fd4b9dfabb030272c68

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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.546623Z digest=sha256:d5329c12a0393fcf389f9a9404cb9f325d30316fd41fc251a67f5724afc8cc24

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.550189Z digest=sha256:a9d2fd38eb9ce1df8bcff81517f7f1819d205ab01b24fe3aa311cdfe3c3c5608

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:52:22.553589Z digest=sha256:d7184e985dcb9ab53b87be9dfd61b4828efd6d56a4217197153b865b58449005

Pith citing papers

No inbound Pith citation observations are available.