Paper Citation Record · LEDGER

What Do Temporal Graph Learning Models Learn?

As of 9 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2510.09416.

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

pith.paper-citation-record.v1
2510.09416 v4

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T10:38:33.135773Z

measured 28 of 28 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 2026-08-01T05:39:34.042152Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy0
unresolved27
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malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b8001b92-98e9-48ef-8866-795aa3832838 · outbound

This paper cites Emergence of Scaling in Random Networks.

What Do Temporal Graph Learning Models Learn? Emergence of Scaling in Random Networks

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:30.707999Z

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Observation c4831cfa-c57c-42e6-bd6f-02f4d5a21856 · outbound

This paper cites Position: Graph Learning Will Lose Relevance Due To Poor Benchmarks.

What Do Temporal Graph Learning Models Learn? Position: Graph Learning Will Lose Relevance Due To Poor Benchmarks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:30.805401Z

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Observation 3d501d44-2142-42d7-a760-7bbd56f53e6a · outbound

This paper cites Do We Really Need Complicated Model Architectures For Temporal Networks?.

What Do Temporal Graph Learning Models Learn? Do We Really Need Complicated Model Architectures For Temporal Networks?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:30.889171Z

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Observation 583710b1-b8bc-4ab2-a913-5091f7190b3a · outbound

This paper cites Are We Really Measuring Progress? Transferring Insights from Evaluating Recommender Systems to Temporal Link Prediction.

What Do Temporal Graph Learning Models Learn? Are We Really Measuring Progress? Transferring Insights from Evaluating Recommender Systems to Temporal Link Prediction

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:30.952590Z

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Observation dbcf841b-1c4e-43e3-9c4e-34d3f8e57642 · outbound

This paper cites On the Power of Heuristics in Temporal Graphs.

What Do Temporal Graph Learning Models Learn? On the Power of Heuristics in Temporal Graphs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.036764Z

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Observation 5615a2da-0a20-4cb9-bf45-7f51dd639876 · outbound

This paper cites TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs.

What Do Temporal Graph Learning Models Learn? TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.134745Z

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Observation 3627c78d-eab5-47ca-a7cd-88fb71d14f3c · outbound

This paper cites Deep Learning for Dynamic Graphs: Models and Benchmarks.

What Do Temporal Graph Learning Models Learn? Deep Learning for Dynamic Graphs: Models and Benchmarks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.254737Z

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Observation 33e010e8-0718-4eeb-8c78-73b4dde6a242 · outbound

This paper cites Stochastic blockmodels: First steps.

What Do Temporal Graph Learning Models Learn? Stochastic blockmodels: First steps

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.360673Z

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Observation e10f144c-5d54-4a8e-a5f9-14bac672b5a8 · outbound

This paper cites Open Graph Benchmark: Datasets for Machine Learning on Graphs.

What Do Temporal Graph Learning Models Learn? Open Graph Benchmark: Datasets for Machine Learning on Graphs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.464626Z

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Observation 85f2826c-42ad-4a2e-a804-8bcbe9934111 · outbound

This paper cites Benchtemp: A General Benchmark for Evaluating Temporal Graph Neural Networks.

What Do Temporal Graph Learning Models Learn? Benchtemp: A General Benchmark for Evaluating Temporal Graph Neural Networks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.514556Z

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Observation c0fd16fe-b8f4-43ee-be0b-69bde604bfbf · outbound

This paper cites Temporal Graph Benchmark for Machine Learning on Temporal Graphs.

What Do Temporal Graph Learning Models Learn? Temporal Graph Benchmark for Machine Learning on Temporal Graphs

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.575308Z

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Observation 099eecc2-9911-4a22-88a6-cd7a8dee6dfe · outbound

This paper cites UTG: Towards a Unified View of Snapshot and Event Based Models for Temporal Graphs.

What Do Temporal Graph Learning Models Learn? UTG: Towards a Unified View of Snapshot and Event Based Models for Temporal Graphs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.634583Z

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Observation e25c720e-af2a-41e6-93bc-d775a721b8e9 · outbound

This paper cites Homophily influences ranking of minorities in social networks.

What Do Temporal Graph Learning Models Learn? Homophily influences ranking of minorities in social networks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.714742Z

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Observation 3347a1ca-1808-4e10-a374-128086b89e99 · outbound

This paper cites Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks.

What Do Temporal Graph Learning Models Learn? Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.784337Z

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Observation 40ab0513-0852-43ba-a170-e792da8c3fcc · outbound

This paper cites Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmark- ing.

What Do Temporal Graph Learning Models Learn? Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmark- ing

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:31.894737Z

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Observation f4a0698d-7e8b-45ee-8586-6156579f7f18 · outbound

This paper cites Patterns and dynamics of users’ behavior and interaction: Network analysis of an online community.

What Do Temporal Graph Learning Models Learn? Patterns and dynamics of users’ behavior and interaction: Network analysis of an online community

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:32.014804Z

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Observation 7d1b5956-66f6-4482-a335-ac73f7a0bcb7 · outbound

This paper cites Towards Better Evaluation for Dynamic Link Prediction.

What Do Temporal Graph Learning Models Learn? Towards Better Evaluation for Dynamic Link Prediction

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:32.124913Z

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Observation 5938bbfa-5751-4955-a817-96c090ed6f3f · outbound

This paper cites Rethinking Evaluation for Temporal Link Prediction through Counterfactual Analysis.

What Do Temporal Graph Learning Models Learn? Rethinking Evaluation for Temporal Link Prediction through Counterfactual Analysis

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:32.192428Z

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Observation 52e30a81-1979-45ee-be42-e408a191168f · outbound

This paper cites Temporal Graph Networks for Deep Learning on Dynamic Graphs.

What Do Temporal Graph Learning Models Learn? Temporal Graph Networks for Deep Learning on Dynamic Graphs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:32.271009Z

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Observation f3d3fcd4-7d84-41d9-8eef-406b39ec6168 · outbound

This paper cites The Enron Email Dataset Database Schema and Brief Statistical Report.

What Do Temporal Graph Learning Models Learn? The Enron Email Dataset Database Schema and Brief Statistical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:32.366294Z

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Observation 320e78b5-fac7-46fd-9ea3-6f1860190880 · outbound

This paper cites DyRep: Learning Representations over Dynamic Graphs.

What Do Temporal Graph Learning Models Learn? DyRep: Learning Representations over Dynamic Graphs

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:32.487177Z

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Observation 53a20774-10e2-448d-ba75-4af16123f698 · outbound

This paper cites TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning.

What Do Temporal Graph Learning Models Learn? TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:32.605613Z

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Observation a533062a-cdaa-48c9-9c4e-af4e90b4c121 · outbound

This paper cites Inductive Representation Learning on Temporal Graphs.

What Do Temporal Graph Learning Models Learn? Inductive Representation Learning on Temporal Graphs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:32.733134Z

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Observation 88033167-efaa-48a2-9fdd-6fc9002cc403 · outbound

This paper cites Evaluating link prediction methods.

What Do Temporal Graph Learning Models Learn? Evaluating link prediction methods

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:32.833594Z

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Observation ee538411-146a-4e27-8ec0-4c822a06eee6 · outbound

This paper cites TGB-Seq Benchmark: Challenging Temporal GNNs with Complex Sequential Dynamics.

What Do Temporal Graph Learning Models Learn? TGB-Seq Benchmark: Challenging Temporal GNNs with Complex Sequential Dynamics

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:32.914745Z

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Observation a8ea4a92-6ccd-4638-8101-38c7138584e6 · outbound

This paper cites Towards better dynamic graph learning: new architecture and unified library.

What Do Temporal Graph Learning Models Learn? Towards better dynamic graph learning: new architecture and unified library

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:33.056782Z

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Observation 9a976a82-3e91-48b9-8455-a66f2f54afe5 · outbound

This paper cites A survey of dynamic graph neural networks.

What Do Temporal Graph Learning Models Learn? A survey of dynamic graph neural networks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T10:38:33.135773Z

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Pith citing papers

Observation 3a0fad89-0582-4806-88ab-9fc9d9bb689e · inbound

What Softmax Throws Away: Mass-Aware Attention for Evidence Accumulation cites this paper.

What Softmax Throws Away: Mass-Aware Attention for Evidence Accumulation What Do Temporal Graph Learning Models Learn?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T05:39:34.042152Z

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