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Paper Citation Record · LEDGER

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey

As of 19 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2608.11156.

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

pith.paper-citation-record.v1
2608.11156 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:09:33.854557Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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 exact6
  • verified fuzzy9
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f23f5a2b-b31b-46c3-9e13-d00d14100ffc · outbound

This paper cites URLhttps://ojs.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey URLhttps://ojs

Reference 14

Resolution
verified exact
doi, observed 2026-08-12T05:09:33.928651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation fc7f7c57-d510-44ce-b397-f157be0c31c4 · outbound

This paper cites Daniel Marbach, Robert J Prill, Thomas Schaffter, Claudio Mattiussi, Dario Floreano, and Gustavo Stolovitzky.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Daniel Marbach, Robert J Prill, Thomas Schaffter, Claudio Mattiussi, Dario Floreano, and Gustavo Stolovitzky

Reference 15

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unresolved
no resolver link, observed 2026-08-12T05:09:33.810788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:09:33.810788Z digest=sha256:fffa717ab8fab41556103933e1a81c04254c9760c1bc7b90ba8bc50b1d723da0

Observation 9bc4900f-29e2-456a-9043-a993c6ae7bb5 · outbound

This paper cites Strobl, Peter L.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Strobl, Peter L

Reference 22

Resolution
verified exact
doi, observed 2026-08-12T05:09:33.906153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 07453a3b-6771-4f70-9603-29c215a4fc2c · outbound

This paper cites Ioannis Tsamardinos and Laura E Brown.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Ioannis Tsamardinos and Laura E Brown

Reference 23

Resolution
verified exact
doi, observed 2026-08-12T05:09:33.892420Z

Source-reported events for the cited work

correction dated 2018-06-19. Source: crossref record 10.1007/s41060-018-0131-0->10.1007/s41060-018-0097-y:correction, observed 2026-07-11T02:59:44.100217+00:00. This notice travels one citation hop only.

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Observation 0deab7e2-82b1-4ee5-a2ce-0d0c4b0bf819 · outbound

This paper cites gCastle: A Python Toolbox for Causal Discovery.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey gCastle: A Python Toolbox for Causal Discovery

Reference 24

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unresolved
no resolver link, observed 2026-08-12T05:09:33.854557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:09:33.854557Z digest=sha256:5b4e638767a245f7a32f49dc56371be6ed72af17ab75c27b6106063e003360d2

Observation fe168aa4-ffb3-47fb-8a50-727013121b5c · outbound

This paper cites Causal discovery from heterogeneous/nonstationary data.Journal of Machine Learning Research, 21(89):1–53,.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Causal discovery from heterogeneous/nonstationary data.Journal of Machine Learning Research, 21(89):1–53,

Reference 1953

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:09:34.272187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation ce36e953-66f4-4ab9-adb0-87d7689df99a · outbound

This paper cites an unresolved cited work.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Unresolved cited work

Reference 1961

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:09:34.286014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation e2defa47-bdc6-42d3-af2e-ca1f958d2d72 · outbound

This paper cites Peter Spirtes and Clark Glymour.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Peter Spirtes and Clark Glymour

Reference 1987

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:09:34.201741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation aef30538-87e4-4ef2-a8d7-997d5655fe85 · outbound

This paper cites Disclosing the molecular basis of salinity priming in olive trees using proteogenomic model discovery.Plant Physiology, 191(3):1913–1933,.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Disclosing the molecular basis of salinity priming in olive trees using proteogenomic model discovery.Plant Physiology, 191(3):1913–1933,

Reference 2000

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:09:34.215294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 31a25e5d-4387-4b9c-933e-0ca835ba5db2 · outbound

This paper cites doi: 10.1002/0471249688.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey doi: 10.1002/0471249688

Reference 2002

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unresolved
no resolver link, observed 2026-08-12T05:09:33.742194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ddac7e63-fed1-42ab-b708-78bfabf8b604 · outbound

This paper cites LLM-driven causal discovery via harmonized prior.IEEE Transactions on Knowledge and Data Engineering, 37(4):1943–1960,.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey LLM-driven causal discovery via harmonized prior.IEEE Transactions on Knowledge and Data Engineering, 37(4):1943–1960,

Reference 2004

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:09:34.316104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation e5ad6648-94c4-4cdd-afee-512031abd971 · outbound

This paper cites Causal discovery with continuous additive noise models.Journal of Machine Learning Research, 15:2009–2053,.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Causal discovery with continuous additive noise models.Journal of Machine Learning Research, 15:2009–2053,

Reference 2008

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:09:34.241881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:09:33.820082Z digest=sha256:06e9976187ada66b0718755189e9933e6dcf62cd2fdb82f607e44b6e66679c4e

Observation 82657d59-cab0-45bb-9853-53bd2c450289 · outbound

This paper cites Learning Bayesian network model structure from data.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Learning Bayesian network model structure from data

Reference 2010

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 05b0c8b0-6619-4c5a-b713-b5223c47f946 · outbound

This paper cites doi: 10.1002/9781118548387.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey doi: 10.1002/9781118548387

Reference 2013

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unresolved
no resolver link, observed 2026-08-12T05:09:33.785579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e85d2d07-c8a4-46a3-a783-effded9ef63d · outbound

This paper cites Efficient ensemble conditional independence test framework for causal discovery.arXiv preprint arXiv:2509.21021,.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Efficient ensemble conditional independence test framework for causal discovery.arXiv preprint arXiv:2509.21021,

Reference 2014

Resolution
verified exact
raw_fallback, observed 2026-08-12T05:09:34.097857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 5fc87c0e-a829-4c43-8085-576bb692607b · outbound

This paper cites Permutation-Based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Permutation-Based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data

Reference 2016

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:09:34.115146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 42b256a0-a1c1-4691-b377-b0d8da9c73f5 · outbound

This paper cites Mixed Graphical Models for Causal Analysis of Multi-modal Variables.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Mixed Graphical Models for Causal Analysis of Multi-modal Variables

Reference 2017

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:09:33.981994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation dfd4632b-2bec-4158-9091-e712964859d1 · outbound

This paper cites William G Cochran.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey William G Cochran

Reference 2018

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unresolved
no resolver link, observed 2026-08-12T05:09:33.765826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d7d6741b-4b12-4143-b970-95ad787f4fc3 · outbound

This paper cites Adjacency-faithfulness and conservative causal inference.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Adjacency-faithfulness and conservative causal inference

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:09:34.227767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 7fc2ff27-5758-49bc-b48b-50dea51058e6 · outbound

This paper cites Partial correlation and conditional correlation as mea- sures of conditional independence.Australian & New Zealand Journal of Statistics, 46(4):657–664,.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Partial correlation and conditional correlation as mea- sures of conditional independence.Australian & New Zealand Journal of Statistics, 46(4):657–664,

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:09:34.329969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation bb859c97-27eb-438c-91c0-72eacc73eb25 · outbound

This paper cites A new coefficient of correlation.Journal of the American Statistical Association, 116 (536):2009–2022,.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey A new coefficient of correlation.Journal of the American Statistical Association, 116 (536):2009–2022,

Reference 2023

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raw_fallback, observed 2026-08-12T05:09:34.301356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation d421c659-170c-477a-9314-2ffc332061c0 · outbound

This paper cites Multi-Agent Causal Discovery Using Large Language Models.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey Multi-Agent Causal Discovery Using Large Language Models

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-12T05:09:33.801446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8ae5a930-d90c-4d86-8381-37e537ed81b8 · outbound

This paper cites URLhttps://doi.org/10.1109/TKDE.2025.3528461.

Conditional Independence Tests for Constraint-Based Causal Discovery: A Survey URLhttps://doi.org/10.1109/TKDE.2025.3528461

Reference 2025

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no resolver link, observed 2026-08-12T05:09:33.755398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.