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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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.484936Z digest=sha256:4e519b74128d2fb2de7e63f67f44b4ee4a22bdf1b8b72fe87acf81f4e29c81aa

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.488776Z digest=sha256:fbf068053664b73a19d9e50f913fdc82772b03ffa4fb0f10a92f2e4d6d28630a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.492820Z digest=sha256:1e6a53e0cac36176035b471dddbf7a8b7fb14f1ac26570ad9e170c3793ce3581

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.496535Z digest=sha256:f08e9b37fde12f0bc0b26e80aec701e757460a2fa46dd7d0f8f1060e8ccad93e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.499947Z digest=sha256:54281b766781b0960aad3f20ab282d4ec0b01ae9d62985a758d7f172d0096563

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.503691Z digest=sha256:11cf111a64a0d085af4950e88877d0fd976fde4e2c19664003ca4346a87eb216

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.511302Z digest=sha256:551fb3a9eacdc4c8997489ece774506c8527a22b2178a12b99c57592d2b9851c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.514874Z digest=sha256:6c534b12e7205eafb35baac17f014443587c0e4d066e5e19867267330f1bcc49

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.518344Z digest=sha256:b6d25c9c5889c4006508d344567fe490987e3041e3ec89ac5c407ccccd90c5f3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.522000Z digest=sha256:85e53831e6c61998afb9af50cb276e98e69ae613108e3deaf001e7798f7fdc9e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.525291Z digest=sha256:4d3bc757fad6fb3e7964625fe815a3edfa045daff093324a1765a3ec3fbf36c1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.528782Z digest=sha256:cf98dcb04aa65c3909fd2c09ab03e426f137c930578bb1791ea842303132eb1c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.532391Z digest=sha256:cfc4dfb396ba8e40e9ab47a0867a337ca05e6791dee5d4359cb71fd42a2bd673

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.535973Z digest=sha256:38e88e233c1d8ffc8cf4c4856ec6ec92f92f8bcf6869c236f5878a4eb7d56ce3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.539569Z digest=sha256:3450962780f40e1508d3b486875e4c5980bd911c296b370dd9809ce6f4119dcd

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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.546623Z digest=sha256:ea98ce43527c59dc8d143224cfd6704adcc377dc19cfc52922a4494b7ffe6f4c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.550189Z digest=sha256:b283b80e1c85ea130e9d0dd8293d5f033858a44b25c5d4cf4664364c21329b33

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:52:22.553589Z digest=sha256:fcfcc32f4b6cebe710019e971a925eb5495af735b1b5ee8b7ec317f427f68e65

Pith citing papers

No inbound Pith citation observations are available.