Paper Citation Record · LEDGER

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

As of 18 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 2 inbound Pith citation observations 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 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:18:37.828604Z

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.

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.

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 2026-08-17T06:30:58.91139+00:00.

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.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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.

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.

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 2026-08-17T06:30:58.91139+00:00.

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.

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.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

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.

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.

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.

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 2026-08-17T06:30:58.91139+00:00.

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 2026-08-17T06:30:58.91139+00:00.

Observation 8a3d6c85-efde-4bfc-bba4-71f7d6b4c801 · inbound

AutoGrable: What Is a Good Graph for a Table? cites this paper.

AutoGrable: What Is a Good Graph for a Table? From Features to Structure: Task-Aware Graph Construction for Relational and Tabular Learning with GNNs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:37.828604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.