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Paper Citation Record · LEDGER

A Logical View of GNN-Style Computation and the Role of Activation Functions

As of 18 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2512.19332.

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

pith.paper-citation-record.v1
2512.19332 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T14:56:51.483097Z

measured 45 of 45 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

45 of 45 outbound references displayed

  • verified exact9
  • verified fuzzy0
  • unresolved34
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 544c5bed-1c5d-4a64-a5c1-8867bb7a47dc · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 1

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Source-reported events for the cited work

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Observation 31f1391b-e91c-4215-a052-728ecad791f7 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 3

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source=pdf_text observed=2026-08-03T14:56:51.155372Z digest=sha256:e5c7dfa1c031de7a89560001539ea23ce14d918c0d3b4a26b23ca442e021512f

Observation 85448cd0-9aee-4fc1-b565-1bf31c852624 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 4

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doi, observed 2026-08-03T14:59:08.241111Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation e4c2e2cf-e659-472d-84e1-13033bd8ff9b · outbound

This paper cites Kostylev, Mikaël Monet, Jorge Pérez, Juan L.

A Logical View of GNN-Style Computation and the Role of Activation Functions Kostylev, Mikaël Monet, Jorge Pérez, Juan L

Reference 5

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Observation 54d6a1be-67ee-40ba-9020-ac27a6472e27 · outbound

This paper cites Lin, and Peter T.

A Logical View of GNN-Style Computation and the Role of Activation Functions Lin, and Peter T

Reference 6

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source=pdf_text observed=2026-08-03T14:56:51.173266Z digest=sha256:ca721e5444fb52be275161712dfba7947cb1f5ddc52d8b2bbe5bb6c5ec5f0db7

Observation 875fc4e7-1f2f-4ff3-8391-11575dc8e7ee · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 7

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source=pdf_text observed=2026-08-03T14:56:51.179335Z digest=sha256:456cfd79ae58876e9a9559591f3f623883505098bfec2f3e511b6e165a1882bc

Observation 7b9ff6ff-2dc3-42ac-ab27-395abe0a9828 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 8

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Observation 2c00f566-6acb-43e6-bddc-cef31c76061a · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-03T14:56:51.192004Z digest=sha256:2072f14d4f8fc39d72df86503e44901b8b48a24a077dac451c8001fbc7eaf823

Observation 9374e8c0-ec4c-4c3e-b8dc-0d02bd34d07b · outbound

This paper cites 2004.Approximation by algebraic numbers.

A Logical View of GNN-Style Computation and the Role of Activation Functions 2004.Approximation by algebraic numbers

Reference 10

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source=pdf_text observed=2026-08-03T14:56:51.199562Z digest=sha256:241ed7244920eedce41c778b05b824c11a7f5abb907db8c320f293827e95925b

Observation 03d3157f-2bb9-494d-ab33-7566fb6d43eb · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-03T14:56:51.205619Z digest=sha256:ce6bf2cce61c254ae499429c9bb1219f089ce856c5e51196d2ee692e2eedd562

Observation bafd9baa-d385-4252-a9c3-ecacf037fd25 · outbound

This paper cites Consens and Alberto O.

A Logical View of GNN-Style Computation and the Role of Activation Functions Consens and Alberto O

Reference 12

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source=pdf_text observed=2026-08-03T14:56:51.211591Z digest=sha256:326a9fa33f7fab31508bac36c496f7cece7ec3829058dc555c112125ffe0abe9

Observation 7f22f904-cb59-4253-9814-8ce71aca2519 · outbound

This paper cites Cruz, Alberto O.

A Logical View of GNN-Style Computation and the Role of Activation Functions Cruz, Alberto O

Reference 13

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Observation 31e5f3a0-3bad-45e3-9bc3-41cec6210fba · outbound

This paper cites Dannert and Erich Grädel.

A Logical View of GNN-Style Computation and the Role of Activation Functions Dannert and Erich Grädel

Reference 14

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Observation 5d753645-e8ae-48a5-8455-d4cd6792824a · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 15

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verified exact
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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 ba4f36da-5df6-42e7-874c-0d76d38b84f7 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 16

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verified exact
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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation a34c753c-1110-4c2e-b722-28bde62d6d4a · outbound

This paper cites Krishna, Wim Martens, Matthias Niewerth, and Tina Trautner.

A Logical View of GNN-Style Computation and the Role of Activation Functions Krishna, Wim Martens, Matthias Niewerth, and Tina Trautner

Reference 17

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation b818065c-ac90-4613-8f76-96f09110fc5f · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 18

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verified exact
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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 71a04472-fb26-48ef-b7fd-d66fcc98314b · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 19

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 8062175c-f1ec-4445-af36-c2984c3fd761 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 20

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Observation c4cfee07-c9ba-43a9-b972-d52dbfa68bb1 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 21

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Observation ea0a3a7b-e1de-4b10-a973-8fbe8c51b325 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 22

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Observation df28f459-09a2-402a-bac6-8faea6b7fcbe · outbound

This paper cites Freydenberger and Nicole Schweikardt.

A Logical View of GNN-Style Computation and the Role of Activation Functions Freydenberger and Nicole Schweikardt

Reference 23

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Observation a3ed07ca-a768-4739-8449-365e9c3c4998 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 24

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Observation 95375eed-4122-4cc4-a0dc-00c68d1f9fcc · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 25

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Observation a5176046-0104-4e51-af49-bf84cbb65e17 · outbound

This paper cites Schoenholz, Patrick F.

A Logical View of GNN-Style Computation and the Role of Activation Functions Schoenholz, Patrick F

Reference 26

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Observation d55d2d2f-c77c-430a-adc3-f6e17dc41615 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 27

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Observation cb38a018-0ca3-41aa-9bdd-eccd070cba57 · outbound

This paper cites Hamilton, Zhitao Ying, and Jure Leskovec.

A Logical View of GNN-Style Computation and the Role of Activation Functions Hamilton, Zhitao Ying, and Jure Leskovec

Reference 28

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Observation 0109412e-6ac3-4859-8976-374bb7ab921b · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 29

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Observation 7dbb5153-ed82-4f56-b7af-3f3fe5105f46 · outbound

This paper cites Aggregate-Combine-Readout GNNs Are More Expressive Than Logic C2.

A Logical View of GNN-Style Computation and the Role of Activation Functions Aggregate-Combine-Readout GNNs Are More Expressive Than Logic C2

Reference 30

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Observation 87f7d12a-b28d-4955-b5a4-4b1def9ca5cf · outbound

This paper cites On the power of graph neural networks and the role of the activation function.

A Logical View of GNN-Style Computation and the Role of Activation Functions On the power of graph neural networks and the role of the activation function

Reference 31

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Observation 3c20d715-b883-435f-af24-c59a4052868f · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 32

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Observation c53de951-b471-401f-8b4b-1a806138e28e · outbound

This paper cites Kipf and Max Welling.

A Logical View of GNN-Style Computation and the Role of Activation Functions Kipf and Max Welling

Reference 33

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Observation b97fb67e-65f4-4a06-a1fb-c2851887a38c · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 34

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Observation e692896d-0b9d-4894-bdc7-7e451bd25452 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 35

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Observation 97f3a0b2-78da-44c0-a7c3-0deba27bf000 · outbound

This paper cites Mendelzon and Peter T.

A Logical View of GNN-Style Computation and the Role of Activation Functions Mendelzon and Peter T

Reference 36

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Observation fa7fa9ab-0124-4c4e-9fb1-a31f2505f31d · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 37

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Observation 31762b2e-888b-4041-a65a-71a94bc597ee · outbound

This paper cites Graph neural networks extrapolate out-of-distribution for shortest paths.

A Logical View of GNN-Style Computation and the Role of Activation Functions Graph neural networks extrapolate out-of-distribution for shortest paths

Reference 38

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Observation c3a43cfd-0856-446b-9468-f95e364ab01a · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 39

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source=pdf_text observed=2026-08-03T14:56:51.422279Z digest=sha256:00fd760240258ff5fb5fbc685f9ee1711ccccbaf695cdab90d9e398aa141bf3d

Observation 016cf1c0-80ef-4a22-afcd-fe937d5f8f46 · outbound

This paper cites Reutter, Miguel Romero, and Moshe Y.

A Logical View of GNN-Style Computation and the Role of Activation Functions Reutter, Miguel Romero, and Moshe Y

Reference 40

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Unavailable: canonical work link unavailable.

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Observation bbf657c3-91dc-4de7-9a87-937362eaa381 · outbound

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A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 41

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6b3a05a9-1717-4707-aa8b-e995b108aff2 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 42

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 43

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 44

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 45

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a6665bfe-e390-4368-a905-004e6e843b87 · outbound

This paper cites an unresolved cited work.

A Logical View of GNN-Style Computation and the Role of Activation Functions Unresolved cited work

Reference 46

Resolution
unresolved
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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.