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Paper Citation Record · LEDGER

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance

As of 19 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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=sha256:75e80b5650939dcd128402bc78015a239071e860b32164f2a10e2ec4baa46bd0

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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.484936Z digest=sha256:f4c395197797a020b5a274bc001b52743ce9584bd939c92c5b4920aaa2c2d8ee

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.488776Z digest=sha256:337daa0b877ce928ef8977653c9036966c37453c06382c740468dcf60f441fd7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.492820Z digest=sha256:a3e9511efcb837077688ac66a4c57ee2648c32c5b2076948f72b5494cb2f8c51

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.496535Z digest=sha256:7377d5f404b3b92a70b46c662100f2017340fa7e20a60731f9d311dd45bfd490

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.499947Z digest=sha256:3c76ad060b67722f8433790e18f1d9e0eacb8e4f12236a2273c435b9cacfd502

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.503691Z digest=sha256:a39e7ab976a5f0d15b41a3163f3230cce9c2d63159d63c7d6de7aca6210e4612

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=sha256:2aa621b3569a11f46a1a54be6a37f8ba48fad91551effdda249cae6c70df73d7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.511302Z digest=sha256:789993d8e7cf6b383a9a51cd9964283e46c38836718b4d9e40dea24eddecae4d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.514874Z digest=sha256:cee6ac7742628f79c0a71f5dd401bb94913d2d613d027106fdcfc7c385ad8054

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.518344Z digest=sha256:034057fc0c35a26824c29d8f4bc4c0af05906faef747be41fd5756113cf0979a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.522000Z digest=sha256:fc1e361035ad37e112cb6a356fa0e93fb1718e4dabb00141ddc28043b36aed04

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.525291Z digest=sha256:6f93118523e264a8633552b2accf956bfefd53e6c5c04242a80c500d315de438

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.528782Z digest=sha256:54c0c38b82228bf9ebef1161416e727703735a238102fe10098f36c894668e7a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.532391Z digest=sha256:e1797ac922d9d1f710604f8120b2c53b6506fe4c935e6d1c918de5ed6c258685

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.535973Z digest=sha256:fbcad9c876f315edb7895ae9dd1752518c09e8c90baf49be9ce831afb32d4b87

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.539569Z digest=sha256:6a0d5995b718f90946bd3876fe14b64bf815abe16930f7a1ca181e5dfb4a402a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.543287Z digest=sha256:ff807a4f0276c9a162a9bb14c2727ccead30a857da64367e48e7885a7edb632c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.546623Z digest=sha256:c0d93e79ead4649d4f3b18173c5c2fc19c64bd8ed66c7e981bcc38310d945d29

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.550189Z digest=sha256:e9b8061945660477ad859420f495ed7c24ca3f28ec5d403156fb39b1f4a58b03

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:52:22.553589Z digest=sha256:1d90458faa8a0d4fbb4d02cabf327ae1f4ae8c3fc22a5028bff6eebf9728e688

Pith citing papers

No inbound Pith citation observations are available.