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Paper Citation Record · LEDGER

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs

As of 10 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 1 inbound Pith citation observation for arXiv:2506.02243.

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

pith.paper-citation-record.v1
2506.02243 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:31:43.605507Z

measured 23 of 23 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T15:43:46.621365Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:06:16.721786Z

Reference resolution

22 of 22 outbound references displayed

  • verified exact1
  • verified fuzzy3
  • unresolved18
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b556c0bb-a85b-4940-9d10-8b34746d4c04 · outbound

This paper cites an unresolved cited work.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:41.973685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:41.973685Z digest=sha256:6c2bca59d8102367a7fee17bffa48765be7ab376193f62bb3edf6f2f0903bcc7

Observation de2f074e-a042-411f-8ad3-7a94e35d1bc4 · outbound

This paper cites Supervised Learning on Relational Databases with Graph Neural Networks.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Supervised Learning on Relational Databases with Graph Neural Networks

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:42.054459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:42.054459Z digest=sha256:ad450a812f18c305566daf01f5d815e12529cde9a0f45123b97a6e727b85b253

Observation f68db605-542b-4770-b04f-1242159437cb · outbound

This paper cites an unresolved cited work.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:31:45.662413Z

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.

source=pdf_text observed=2026-08-07T11:31:42.118557Z digest=sha256:a299ea0a572312545699c6a0798f83fd56804ba5cedd1a880f1c23a07f75de16

Observation a6c75619-0c73-4eef-9fcf-8d7862a5bd74 · outbound

This paper cites Kanatsoulis, Rishi Puri, Matthias Fey, and Jure Leskovec.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Kanatsoulis, Rishi Puri, Matthias Fey, and Jure Leskovec

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:42.225303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:42.225303Z digest=sha256:38241b30c868b17bfccddcb56faa2ce563ce506746f2d0e46864a7d8b09578fb

Observation 03daea2d-61dc-4a7d-977c-0e22c057354f · outbound

This paper cites an unresolved cited work.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:31:45.496033Z

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.

source=pdf_text observed=2026-08-07T11:31:42.283093Z digest=sha256:14b09b78c437768a500c169ef272581d33260e990b185e19ecf9e5c0c52e6112

Observation 48434326-c440-4a02-991d-ab62fd349c39 · outbound

This paper cites an unresolved cited work.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:31:45.346706Z

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.

source=pdf_text observed=2026-08-07T11:31:42.323282Z digest=sha256:929417bba2d4876b31ea218543b5bb7188e301c35ec743d154915fd155d25ff0

Observation a4272010-76ea-418b-8718-c618f6ef1d85 · outbound

This paper cites an unresolved cited work.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:31:45.209040Z

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.

source=pdf_text observed=2026-08-07T11:31:42.399861Z digest=sha256:f5cdf41d320e03b0229065830626318d9449cd677738de8d498fcf4547278a80

Observation f1d79d37-5f06-43cd-b539-62971b676cf4 · outbound

This paper cites Fast Graph Representation Learning with PyTorch Geometric.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Fast Graph Representation Learning with PyTorch Geometric

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:42.587304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:42.587304Z digest=sha256:95fa20fc1a0ada4e69678cd91ef2f376fb1b3abec66cf0f91091c590c9a3e16c

Observation 3936d46b-26f3-409d-85ce-9ae1a3249814 · outbound

This paper cites an unresolved cited work.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:31:44.910446Z

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.

source=pdf_text observed=2026-08-07T11:31:42.659930Z digest=sha256:13c898d30e5e98cd270282c8b5f3dcc1169f56b2c1bd2889c439c5580fe3d1e8

Observation 4464061b-247b-4d27-84b1-281653c4c0e6 · outbound

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

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Hamilton, Zhitao Ying, and Jure Leskovec

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:31:44.765979Z

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.

source=pdf_text observed=2026-08-07T11:31:42.827935Z digest=sha256:ce1e70f16298849abd49376f64c044c509b6b923722811090f91d84a34a998bb

Observation e9ef408e-ab54-4085-9f64-eb1a07abac20 · outbound

This paper cites Kipf and Max Welling.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Kipf and Max Welling

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:31:44.568652Z

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.

source=pdf_text observed=2026-08-07T11:31:42.961085Z digest=sha256:b7d3024b3d0c5d712556aa39b7a10771a4a148b5bf2018fd5f68981f64c197f4

Observation 414fa82a-5f35-4322-b60a-b7ebb64340f8 · outbound

This paper cites Graph Neural Networks for Tabular Data Learning: A Survey with Taxonomy and Directions.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Graph Neural Networks for Tabular Data Learning: A Survey with Taxonomy and Directions

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:43.043038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:43.043038Z digest=sha256:443fb2be9fd7395580e04e59a4e4fa9bf3472a9d7e16631a62229cf5324d165e

Observation 82a257dd-9933-4406-bfe5-7a95ce8a0e3a · outbound

This paper cites The CTU Prague Relational Learning Repository.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs The CTU Prague Relational Learning Repository

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:43.118565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:43.118565Z digest=sha256:23a04bafc524eb777a94cc95c31eb9c6bd80fe74fa2d63f4652df6d07fa49ff2

Observation de9c585a-4bff-45b6-b593-bc679c79756c · outbound

This paper cites an unresolved cited work.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Unresolved cited work

Reference 14

Resolution
verified exact
doi, observed 2026-08-07T11:31:43.776928Z

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.

source=pdf_text observed=2026-08-07T11:31:43.188838Z digest=sha256:6e88e5fadf3c33ad8423e4a1665be302875a118f22dd3b20f825c2db0ea65cae

Observation 9c28bcc8-d18e-4b16-a77c-dc6e45aa6614 · outbound

This paper cites Pu, and Renée J.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Pu, and Renée J

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:43.250419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:43.250419Z digest=sha256:577d31c25dec0cbef1dcc9e30a63a52650da2873d23d9e47e3f93966c3f1a6e2

Observation 5487b25b-2b19-439b-9478-35bf2d5351eb · outbound

This paper cites Kipf, Peter Bloem, Rianne Van den Berg, Ivan Titov, and Max Welling.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Kipf, Peter Bloem, Rianne Van den Berg, Ivan Titov, and Max Welling

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:43.336505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:43.336505Z digest=sha256:390738a96064618465ba42a413b505390d0672bec59620169d3ef156faeb84c3

Observation 996d6f52-b3a5-429d-be02-b5a64ab73bf7 · outbound

This paper cites an unresolved cited work.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:31:44.387081Z

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.

source=pdf_text observed=2026-08-07T11:31:43.388957Z digest=sha256:673d6af7d83cf04159936a45054a8f46d6b0584879093b4d7e972ce0caa91645

Observation 2f7d4172-61e1-4ea3-9996-8b78840a3ad5 · outbound

This paper cites an unresolved cited work.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:31:44.172451Z

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.

source=pdf_text observed=2026-08-07T11:31:43.490439Z digest=sha256:6509ec22d12c4e4e5129f0cfe3eb6efe2f7ab7be697db3c46b848bd146b6d380

Observation 6267dc01-95a1-46ec-88a3-550873055954 · outbound

This paper cites GFS: Graph-based Feature Synthesis for Prediction over Relational Databases.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs GFS: Graph-based Feature Synthesis for Prediction over Relational Databases

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:43.605507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:43.605507Z digest=sha256:e3c67ebd8f4235fefc0190329377638c6cf3629a11f8ae2b85745eb274b1156a

Observation 415aa303-8e2f-4105-b838-0182bc4b6ed8 · outbound

This paper cites Survey on Generalization Theory for Graph Neural Networks.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Survey on Generalization Theory for Graph Neural Networks

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:43.556743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:43.556743Z digest=sha256:c245f35dfcaf99f1d480f358c8e901756c74b54d4be768fb23a9eabff9455790

Observation 2cf64c5e-7b1d-47b3-afdf-d993432f5073 · outbound

This paper cites TabGNN: Multiplex Graph Neural Network for Tabular Data Prediction.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs TabGNN: Multiplex Graph Neural Network for Tabular Data Prediction

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:42.728588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:31:42.728588Z digest=sha256:7897085441f46a2c72551d5b91f9684efca9fdc974c8c20fe2ee53df76831fa1

Observation 744a414d-01b4-42e4-b3ff-6bc8d9d24e1b · outbound

This paper cites Kumo.ai whitepaper.

From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs Kumo.ai whitepaper

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:31:45.101225Z

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.

source=pdf_text observed=2026-08-07T11:31:42.486562Z digest=sha256:e82bd75774b2cef342a2aacce0bdf1b7e0b41577a9d3f1c0b843de6aee1f8dae

Pith citing papers

Observation 82ec5eef-e7f9-4eca-8d4b-1dcbc6a3fd4e · inbound

TabPrep: Closing the Feature Engineering Gap in Tabular Benchmarks cites this paper.

TabPrep: Closing the Feature Engineering Gap in Tabular Benchmarks From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs

Reference 97

Resolution
malformed identifier
arxiv_id, observed 2026-07-01T22:06:16.723719Z

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.

source=pdf_text observed=2026-06-28T15:43:46.621365Z digest=sha256:222f75100cf054641b04cd56452c7c04f7c07efeda121c98a808e51c73c21f12