Paper Citation Record · LEDGER

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery

As of 16 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2507.20349.

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

pith.paper-citation-record.v1
2507.20349 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:51:02.635708Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

44 of 44 outbound references displayed

verified exact0
verified fuzzy8
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5cd2b241-7e69-46b5-a826-2f2ee142abea · outbound

This paper cites write newline.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.472507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2f9de96-fb0b-4421-a7b4-cacafd395e55 · outbound

This paper cites and Wang, B.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery and Wang, B

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:03.074972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 045db2ef-4e40-4eb2-b8ca-4fdd00b5a4dc · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:03.065478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 247c0bfb-0dc5-4e5f-868f-ca08beb4f650 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:03.055474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 383d830c-d283-47f7-a9e4-55373771039a · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:03.045201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 85c5f4f4-e2ff-4f43-baa2-14e4375ebaff · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.493937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f9c810f-0b80-4fb5-97a8-6a63c02e909d · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:03.027248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f52d224a-ef51-4f65-b9cc-162e2962c0f5 · outbound

This paper cites A., Mateo, J.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery A., Mateo, J

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:03.016113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9cda4553-6022-4d85-b5ca-630752207344 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:03.004531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3eae1d82-0589-4f46-b95f-6d1ae9ed1f1c · outbound

This paper cites Deep End-to-end Causal Inference.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Deep End-to-end Causal Inference

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.509592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e22b7b0-5533-458c-a382-df510023b2c8 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.514034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1678f85-41aa-4442-a4c7-5c73b3ebd135 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.988056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e761c166-51e8-48d5-96c7-e3506676b3c0 · outbound

This paper cites When Graph Neural Network Meets Causality: Opportunities, Methodologies and An Outlook.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery When Graph Neural Network Meets Causality: Opportunities, Methodologies and An Outlook

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.522016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5e2cb8f-ed33-48f4-9057-eea1381f571c · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.978635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ea8a12b3-5812-440f-a889-09b7822ba6d2 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Semi-Supervised Classification with Graph Convolutional Networks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.528460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe100fae-8340-42f6-8111-b5de2a0cddd6 · outbound

This paper cites and Friedman, N.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery and Friedman, N

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.531868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e942ca43-4549-4700-8076-4f7b22f5e27a · outbound

This paper cites Discovering Cyclic Causal Models by Independent Components Analysis.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Discovering Cyclic Causal Models by Independent Components Analysis

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.534846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92a28723-6418-4ded-97cb-343f7a776b96 · outbound

This paper cites Supervised Whole DAG Causal Discovery.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Supervised Whole DAG Causal Discovery

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.538236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43cca889-4232-4cd5-a39f-01cddcbcb6b2 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.961953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7443a668-49ea-4d82-a5f1-25c1d5f77cf7 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.951305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e26e2ca3-c6c6-4b40-89dd-ec03e9f1118b · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.940037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 183a1b0f-031b-4489-a55f-3d3466f7232f · outbound

This paper cites and Pereira, F.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery and Pereira, F

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:02.929850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 281e5633-c08a-4c71-8f3c-ecd7463425c4 · outbound

This paper cites and Wit, E.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery and Wit, E

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:02.920794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 28d3a6f7-704b-49f1-903b-597c937586f4 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.911424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 36c305e1-6105-4e10-947c-1df552b1be3e · outbound

This paper cites A Graph Autoencoder Approach to Causal Structure Learning.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery A Graph Autoencoder Approach to Causal Structure Learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.561299Z

Source-reported events for the cited work

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Observation a96561ce-a99f-467d-96a8-cb3e4a4762e5 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.901368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bc690a83-a7c5-4ffe-8b53-82c81e31fa3d · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.568737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4930981f-ec9f-4686-9b11-5ebcf463f542 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43ad7218-c7ae-451b-beb8-a117f79225fc · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.877487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0ce794a1-7173-458d-82df-cbebc644bdbb · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.865553Z

Source-reported events for the cited work

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Observation aa8cce12-8e8d-49d4-9ba4-9f9e46304757 · outbound

This paper cites A., and Nolan, G.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery A., and Nolan, G

Reference 31

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Source-reported events for the cited work

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Observation e600abbb-a3cf-4245-928c-c4239ea6b596 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.847866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c0933968-7cd1-4bb5-b0f7-813fb767615c · outbound

This paper cites O., Hyv \"a rinen, A., Kerminen, A., and Jordan, M.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery O., Hyv \"a rinen, A., Kerminen, A., and Jordan, M

Reference 33

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Source-reported events for the cited work

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Observation bbfd0f23-d57d-4c36-895d-7ccc2afb1136 · outbound

This paper cites Deep Convolutional Neural Networks for Pairwise Causality.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Deep Convolutional Neural Networks for Pairwise Causality

Reference 34

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Source-reported events for the cited work

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Observation 7da0665f-cfad-4e2f-908f-ca5e93d6d327 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.601579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5a81231-d7b7-4c87-a97b-238f3ce43a35 · outbound

This paper cites E., and Aliferis, C.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery E., and Aliferis, C

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:02.820817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1e267347-c225-401f-9a14-00ca2100c05c · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 37

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Observation ccc2b95d-a8e0-4b17-a0d3-52ef6250ec5c · outbound

This paper cites and Patgiri, R.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery and Patgiri, R

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:02.803854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 01d349fc-b941-4a2e-a4f9-023db9e38a17 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:51:02.793110Z

Source-reported events for the cited work

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Observation 5c493e64-6892-4ff5-ae60-9b8e5a918df4 · outbound

This paper cites Relating Graph Neural Networks to Structural Causal Models.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Relating Graph Neural Networks to Structural Causal Models

Reference 40

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Source-reported events for the cited work

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Observation da7cd4cd-6995-4277-b244-5961901e2fc9 · outbound

This paper cites Causal Graph Neural Networks for Wildfire Danger Prediction.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Causal Graph Neural Networks for Wildfire Danger Prediction

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T17:51:02.623804Z

Source-reported events for the cited work

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This paper cites K., and Xing, E.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery K., and Xing, E

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:51:02.782733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c921f418-b625-40d7-9e9a-6e781b3e5510 · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 43

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c9e56ea8-f4b2-4e72-97f3-7d516ea7e69a · outbound

This paper cites an unresolved cited work.

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery Unresolved cited work

Reference 44

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

No inbound Pith citation observations are available.