Paper Citation Record · LEDGER

Comprehensive Review and Empirical Evaluation of Causal Discovery Algorithms for Numerical Data

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2407.13054.

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

pith.paper-citation-record.v1
2407.13054 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:01:58.159121Z

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 abb523e4-1267-48cd-9d56-8f18ce5e3dcd · inbound

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery cites this paper.

LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Comprehensive Review and Empirical Evaluation of Causal Discovery Algorithms for Numerical Data

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:58.159121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0b6e112-fac9-4859-8959-7d6b2c1f3d75 · inbound

TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations cites this paper.

TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations Comprehensive Review and Empirical Evaluation of Causal Discovery Algorithms for Numerical Data

Reference 164

Resolution: verified exact; arxiv_id, observed 2026-05-08T19:09:03.274491Z

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.

Observation 0f8f0907-917f-4c53-a044-fc90e1c95901 · inbound

DKCD: Domain Knowledge-Enhanced Causal Discovery from Unstructured Data cites this paper.

DKCD: Domain Knowledge-Enhanced Causal Discovery from Unstructured Data Comprehensive Review and Empirical Evaluation of Causal Discovery Algorithms for Numerical Data

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T03:42:33.642219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 532df382-336d-4ca1-bebd-ca5ab090e728 · inbound

AutoCause: A Python framework that automates expert decisions in environmental time-series causal discovery cites this paper.

AutoCause: A Python framework that automates expert decisions in environmental time-series causal discovery Comprehensive Review and Empirical Evaluation of Causal Discovery Algorithms for Numerical Data

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T01:07:49.040967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.