Pith. sign in

Paper Citation Record · LEDGER

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

As of 8 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 2026-08-07T06:34:17.273281+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=sha256:6c769c61e0d6fdc918ad538948d767268c809e6dbb6485f43855d3d2d2e751d6

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=sha256:67b5f85a733c8e49013f50288f85bf1b8dd0c397036f11cc1a3fee4f9a745c9f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:42.118557Z digest=sha256:998ee9ab77837cb6dbaa8ec856a785376c409010d0ee5545a834388bf4469a16

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=sha256:73a68cb15e08e1867970a1af66e092da688c0e126f4ec33a68c3251808aad79f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:42.283093Z digest=sha256:7b6c1e0d9eccf231a35f7426f3b7a16acbdd618d8edc6d12352461e1736052a0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:42.323282Z digest=sha256:86136cf08a79d51fb9d009fb42bdab85a9ac3d4b4795b2ca5a60a76516e1ef24

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:42.399861Z digest=sha256:8bf1209b8eb3a9e14c0390acea8315a584395d519b8164a686e87d60ac88cdbf

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:b3d4c4e9700cd5b7fd999ac0ac7d1dd3f5cf0343fdf47e15a3d11cee51106180

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:42.659930Z digest=sha256:5af384d4136a3e1da1ece6140aac54eca31b3194d3f8a3060786a436931fa9c5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:42.827935Z digest=sha256:c2bc8f0c54bc39d325136631afc87e4709fdce943a6bf7cd2fa8aa26b190355c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:42.961085Z digest=sha256:3d587348e09790f5c380a18eb0805fb843d6bd6b9c84757af3b66990b8b6067c

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:e4e03abd018fab35f802fbd8cd4179824f59837245f92e2f3ff50099620b2b04

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=sha256:25bd1ebfb257fa7dee8cd6b02bf94f146ebae8b312d18a3136bcb40a52519b12

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:43.188838Z digest=sha256:64c65507c91ff33cb77b0d8ea1054eddc88aeee919c24743a54a97c5177a9b0f

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=sha256:7aa3bfc9bded635faded70d3a97846109f8c69edf8685a48569caf81c5c88c88

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=sha256:413e1d61ffdd0e9b52c83145011417e1305a5e424b46b4306e0b97da88e14ce7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:43.388957Z digest=sha256:380b70164c824aaa51a601682a944c3679aa11360491c3b2f25727808a0286dd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:43.490439Z digest=sha256:119dd2ee12b304d8538d2fa2f7b18f13f5282f29320997571a79a84fe57c2987

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:b31ca300dbeedd978e517b48f20f9024d62bde54abb2120f1acd552625e53934

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=sha256:0da2bd46c5c06093a0cefce6e91abd4b69a26418156e486cc69530513e92f921

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=sha256:0fafbd84a5714074ec773a6a0abe3d6ad2fedb6ad92165b24723594a61d67a86

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:31:42.486562Z digest=sha256:55ef2a447c6c1ea7273c25bb270bab02d5b3aa653fcc08f8244e7e0baba1d593

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-28T15:43:46.621365Z digest=sha256:3d55006430e3989a3044c61d3491ee619bd56fc0cbcceb4437e2b99931f7a04e