Paper Citation Record · LEDGER

A Review of Formal Methods applied to Machine Learning

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2104.02466.

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

pith.paper-citation-record.v1
2104.02466 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T02:40:34.279112Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

3
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 6f1dab7d-c33f-488e-9ce9-06291837a14f · inbound

Faster Verified Explanations for Neural Networks cites this paper.

Faster Verified Explanations for Neural Networks A Review of Formal Methods applied to Machine Learning

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:31:28.450925Z

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.

Observation e77969b6-3f0c-45e9-8d8e-091c30cab419 · inbound

BEAVER: An Efficient Deterministic LLM Verifier cites this paper.

BEAVER: An Efficient Deterministic LLM Verifier A Review of Formal Methods applied to Machine Learning

Reference 50

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T01:58:51.293482Z

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.

Observation 0e4c92a6-f8bb-4802-9a27-77f3646fa528 · inbound

Certified geometric robustness -- Super-DeepG cites this paper.

Certified geometric robustness -- Super-DeepG A Review of Formal Methods applied to Machine Learning

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:06:14.834359Z

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.

Observation 5f3c0e99-27a4-40d2-a1ee-c622de73cf20 · inbound

Verification of Neural Networks (Lecture Notes) cites this paper.

Verification of Neural Networks (Lecture Notes) A Review of Formal Methods applied to Machine Learning

Reference 53

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T00:46:12.686367Z

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.

Observation 467128ce-d417-4c68-91ca-498837c83272 · inbound

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification cites this paper.

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification A Review of Formal Methods applied to Machine Learning

Reference 118

Resolution: verified exact; arxiv_id, observed 2026-05-14T17:32:30.540711Z

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.

Observation 11bc4178-56b1-47ee-96d1-eb4ebc179219 · inbound

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification cites this paper.

Quantitative Linear Logic for Neuro-Symbolic Learning and Verification A Review of Formal Methods applied to Machine Learning

Reference 118

Resolution: verified exact; arxiv_id, observed 2026-05-15T05:45:05.450952Z

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.

Observation db4b159b-7f6a-45b2-bf4b-1846c6d8266b · inbound

Ceci n'est pas une pipe: AI systems as semantic abstractions cites this paper.

Ceci n'est pas une pipe: AI systems as semantic abstractions A Review of Formal Methods applied to Machine Learning

Reference 94

Resolution: unresolved; no resolver link, observed 2026-07-13T02:40:34.279112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.