Paper Citation Record · LEDGER

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach

As of 19 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2505.00983.

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

pith.paper-citation-record.v1
2505.00983 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:38:36.111447Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

34 of 34 outbound references displayed

verified exact0
verified fuzzy14
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 11aef215-6567-4d6d-9ca1-af2c77c99543 · outbound

This paper cites an unresolved cited work.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:38:37.092341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7b3bfa74-4342-44ec-8423-2309128babd8 · outbound

This paper cites We default to using AUC and AP in the evaluation of the link prediction tasks, and ACC to evaluate the predictive performance of node-level tasks.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach We default to using AUC and AP in the evaluation of the link prediction tasks, and ACC to evaluate the predictive performance of node-level tasks

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:36.510707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0bf01b89-dfdd-43eb-bf20-c99006020416 · outbound

This paper cites The circle represents a special topology where a node can walk back to itself, and its existence will alleviate walk interruption.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach The circle represents a special topology where a node can walk back to itself, and its existence will alleviate walk interruption

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:37.160538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aa4c761a-6e50-448c-b07a-25c1ad7154ad · outbound

This paper cites A Simple and Scalable Graph Neural Network for Large Directed Graphs.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach A Simple and Scalable Graph Neural Network for Large Directed Graphs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.433422Z

Source-reported events for the cited work

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Observation e32e87d1-4523-4a24-9bd0-291ce7b60e78 · outbound

This paper cites an unresolved cited work.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:38:36.459016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5c623f6e-82e8-450a-a503-c6fed877aeb3 · outbound

This paper cites On evaluating the donsker-varadhan i-function.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach On evaluating the donsker-varadhan i-function

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:37.350739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e30c03d-7ff3-4c6d-9a26-81fe4e1f8aab · outbound

This paper cites an unresolved cited work.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:38:36.419932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ba476ac0-3b79-42e1-b70a-f90506f2db70 · outbound

This paper cites Directed Graph Convolutional Network.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Directed Graph Convolutional Network

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.545594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c3cd711-f5c1-4e9b-984d-6a34fd6ab5a5 · outbound

This paper cites Data-centric Graph Learning: A Survey.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Data-centric Graph Learning: A Survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.551019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f45c8fb-c7ea-46c9-930a-4b30835591d5 · outbound

This paper cites Graph Neural Networks for Graphs with Heterophily: A Survey.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Graph Neural Networks for Graphs with Heterophily: A Survey

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.648073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb699482-0a3f-4fc5-93db-3489e627c79f · outbound

This paper cites Towards Data-centric Graph Machine Learning: Review and Outlook.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Towards Data-centric Graph Machine Learning: Review and Outlook

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.653423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9510e75a-4304-44b2-a035-6c2e0e8e47fe · outbound

This paper cites Outline The appendix is organized as follows: A.1 HKT Construction and Hierarchical Graph Clustering.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Outline The appendix is organized as follows: A.1 HKT Construction and Hierarchical Graph Clustering

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:37.232882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4629f36a-f774-4c7d-8ef7-25fb7c20cd93 · outbound

This paper cites The chosen activation function isσ(·) =− log(1 + exp(·)).

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach The chosen activation function isσ(·) =− log(1 + exp(·))

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:36.990858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6eeaf591-668b-41f5-b41a-31b5f2ecf1f7 · outbound

This paper cites an unresolved cited work.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:38:36.949286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 24c3ccaa-17af-4771-8be4-74356086956f · outbound

This paper cites Nodes correspond to tolokers (workers) who have engaged in at least one of the 13 selected projects.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Nodes correspond to tolokers (workers) who have engaged in at least one of the 13 selected projects

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:36.883659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2656bbb5-c567-4b26-9b6b-5eee3fe1b058 · outbound

This paper cites Nodes are connected by an edge if the words either follow each other in the text or are linked in the sentence’s dependency tree.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Nodes are connected by an edge if the words either follow each other in the text or are linked in the sentence’s dependency tree

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:36.813519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f25e4a79-3186-4e95-844d-31bb3194f27c · outbound

This paper cites Nodes represent various products, and edges connect items frequently bought together.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Nodes represent various products, and edges connect items frequently bought together

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:36.794876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c5fa52d2-ffdd-4eec-a85d-dd53de46bbef · outbound

This paper cites Each paper comes with a 128- dimensional feature vector obtained by averaging the embeddings of words in its title and abstract.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Each paper comes with a 128- dimensional feature vector obtained by averaging the embeddings of words in its title and abstract

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:36.777493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 584cc6c6-6626-4752-adab-0338056e6201 · outbound

This paper cites an unresolved cited work.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:38:36.760748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0b363412-16da-4bb1-a515-59dade157d8a · outbound

This paper cites The descriptions of them can be found later in this section.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach The descriptions of them can be found later in this section

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:36.685545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4b2e08a9-5a43-43a6-b7d0-887159014d8f · outbound

This paper cites This strategy provides better node representation capabilities and enhanced robustness when dealing with graph noise.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach This strategy provides better node representation capabilities and enhanced robustness when dealing with graph noise

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:36.624516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a6ab5241-8594-44f1-8dc3-edce998f89f0 · outbound

This paper cites an unresolved cited work.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:38:36.604553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation db38fffe-5c06-41a0-9321-fcba6a24a8ce · outbound

This paper cites 𝑝!" 𝑝!" 𝑝!.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach 𝑝!" 𝑝!" 𝑝!

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:36.585889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a0b375a0-d595-44e4-8033-7a2fb0f8567e · outbound

This paper cites an unresolved cited work.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:38:36.440749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b265e227-6eef-4110-af4b-a3f3e2b44f4e · outbound

This paper cites Pitfalls of Graph Neural Network Evaluation.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Pitfalls of Graph Neural Network Evaluation

Reference 1948

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.539241Z

Source-reported events for the cited work

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Observation 646e9eee-239d-4f13-bfe0-e4fddd6c586b · outbound

This paper cites Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Wiki-CS: A Wikipedia-Based Benchmark for Graph Neural Networks

Reference 2005

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.497921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 918e8620-4b0e-4d41-9263-0fe7a337a9b8 · outbound

This paper cites Datasets: A Community Library for Natural Language Processing.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Datasets: A Community Library for Natural Language Processing

Reference 2010

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.349681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a5dbcf6-0e7d-4603-b577-90e75fb9d656 · outbound

This paper cites Learning Word Vectors for 157 Languages.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Learning Word Vectors for 157 Languages

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.266610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ceb5bd3-7fb6-40c4-8b6b-a3cf0167d3f6 · outbound

This paper cites Here, we use F (·,·) to compute the dependency.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Here, we use F (·,·) to compute the dependency

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:37.072913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e480345-0914-46cc-bd01-099ad372ad4e · outbound

This paper cites HoloNets: Spectral Convolutions do extend to Directed Graphs.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach HoloNets: Spectral Convolutions do extend to Directed Graphs

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.279243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a42f2dc5-bc61-4086-968c-4d78e5737f06 · outbound

This paper cites The dataset consists of nodes corresponding to computer science articles, with edges based on hyperlinks and 10 classes representing different branches of the field.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach The dataset consists of nodes corresponding to computer science articles, with edges based on hyperlinks and 10 classes representing different branches of the field

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:38:36.932455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dc3526b3-6ab0-49e2-9a45-83f58a836ca6 · outbound

This paper cites an unresolved cited work.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Unresolved cited work

Reference 2021

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:38:37.370604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d99a13a6-5f4e-4bf9-850c-9188645b902e · outbound

This paper cites Hierarchical Graph Pooling with Structure Learning.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach Hierarchical Graph Pooling with Structure Learning

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.557025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f71c064-cb35-487e-9a57-13a84be783b2 · outbound

This paper cites URL https://github.

Toward Data-centric Directed Graph Learning: An Entropy-driven Approach URL https://github

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-16T04:38:35.426711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.