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Paper Citation Record · LEDGER

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance

As of 10 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 2026-08-10T06:31:04.303077+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+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
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no resolver link, observed 2026-08-07T05:52:22.476309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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 2026-08-10T06:31:04.303077+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.488776Z digest=sha256:6be0fd3884f85bce15f5eed07933d3bce60a1a4a6488262f8a68a49975ec2245

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.492820Z digest=sha256:73e27e7cf0664556c0487dfa6ffb8c08e8aa5195ff07a9386e5f9da2f18ff547

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.496535Z digest=sha256:31171e0cdfa7d86d41c07c51aa38603307dabb84eeb255c08acc4202118e155a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.499947Z digest=sha256:a27ee911bf66674958abe3f7ae5f7bef2d1290a25c97c4f8b4baf0a3e93dc193

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.503691Z digest=sha256:b7ecae2bcfa8e00f1f9086260fa7363be0fd6a6a2f1d181ff1734530f9ec03be

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.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.514874Z digest=sha256:d878fb92202d58d4f37583e34b29de867600cafb2ed556ef430392e0abce7308

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.518344Z digest=sha256:2193bce7936866f4c4e6e2fcddb7499aed3b6ae2a8c2b070d85966f0744e4741

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.522000Z digest=sha256:6349e40c564ba7e4c619e4c30fcf51133aa932c15469de225dfe1abd2939aa32

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.525291Z digest=sha256:4bd3fc5c6b12084f9dca9f4a4dd64c1872b0e16bfce32a13a2b9d82d235a0ad5

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
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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.528782Z digest=sha256:b41117d0029ead2024be0081dc1dbb63234fa59980b98f747fc3df7bbf664e12

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.532391Z digest=sha256:239c62df0c9a4405919a4cd55a72946333bcd681ad65f4ab42a6b6befd16bf10

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 2026-08-10T06:31:04.303077+00:00.

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.539569Z digest=sha256:e8ca89137997cb61ab31b70e4592502c96b3094beca13a347b6f48c037abe1a3

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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.546623Z digest=sha256:ef53fda68ca384631f02039820af0698bbfa307d1418b2c726912e229b3e3dcb

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
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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.550189Z digest=sha256:c66154bd1b73b42346e2c58136a9b38b7fd6cd04c2ec3d80606a42ecfaea9e22

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:52:22.553589Z digest=sha256:9a0df93e98ad9bad7e5d91e1180bbbb574c87c01887dfdf7a7ddf974919d81f5

Pith citing papers

No inbound Pith citation observations are available.