Paper Citation Record · LEDGER

TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2105.07944.

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

pith.paper-citation-record.v1
2105.07944 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:17:01.372525Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T20:48:56.378430Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
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External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 563949e8-12f2-4dad-b127-c0ea1df54506 · inbound

Graph Retention Networks for Dynamic Graphs cites this paper.

Graph Retention Networks for Dynamic Graphs TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-23T17:45:46.172289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7220121d-195c-45b3-8136-27aa2f3cf7fe · inbound

Higher-order Structure Boosts Link Prediction on Temporal Graphs cites this paper.

Higher-order Structure Boosts Link Prediction on Temporal Graphs TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-07T15:17:01.372525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c388405f-2670-41ec-900a-3b06788d562c · inbound

Future Link Prediction Without Memory or Aggregation cites this paper.

Future Link Prediction Without Memory or Aggregation TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:40.876674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bda303d-4ab8-4f27-a431-0874ea8b8040 · inbound

Learnable Spatial-Temporal Positional Encoding for Link Prediction cites this paper.

Learnable Spatial-Temporal Positional Encoding for Link Prediction TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T05:23:51.849874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ec0aca1-ee75-45cc-84ec-153d459fc266 · inbound

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

Are We Really Measuring Progress? Transferring Insights from Evaluating Recommender Systems to Temporal Link Prediction TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:49:59.378799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6000605f-774a-4ebe-aa44-bd91d1557518 · inbound

When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Prediction cites this paper.

When Speed meets Accuracy: an Efficient and Effective Graph Model for Temporal Link Prediction TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T16:23:03.429894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

What Do Temporal Graph Learning Models Learn? cites this paper.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b802fe8-06e3-4dff-83f9-c678b1cc9ddc · inbound

CoDCL: Counterfactual-Inspired Augmentation Contrastive Learning for Temporal Link Prediction in Social Networks cites this paper.

CoDCL: Counterfactual-Inspired Augmentation Contrastive Learning for Temporal Link Prediction in Social Networks TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T09:50:49.297004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fe94db52-c0b4-4663-90f3-0549a1c3fa5f · inbound

Learning Discriminative and Generalizable Anomaly Detector for Dynamic Graph with Limited Supervision cites this paper.

Learning Discriminative and Generalizable Anomaly Detector for Dynamic Graph with Limited Supervision TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-02T21:30:12.098359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a673202-878b-408c-a3e4-7d1f552c4462 · inbound

DyGnROLE: Asymmetric Pretraining for Edge Classification on Dynamic Graphs cites this paper.

DyGnROLE: Asymmetric Pretraining for Edge Classification on Dynamic Graphs TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-02T20:30:52.194265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3199309-c286-4f1f-a439-8c629245f51b · inbound

PRISM: Iterative Cross-Modal Posterior Refinement for Dynamic Text-Attributed Graphs cites this paper.

PRISM: Iterative Cross-Modal Posterior Refinement for Dynamic Text-Attributed Graphs TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:46:09.953519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 539a71ec-fbbf-4713-8765-5135d8e67037 · inbound

Attention Dispersion in Dynamic Graph Transformers: Diagnosis and a Transferable Fix cites this paper.

Attention Dispersion in Dynamic Graph Transformers: Diagnosis and a Transferable Fix TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-20T20:03:43.602755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a2b0cfc6-aaed-443f-903e-5d73ce3d3891 · inbound

ST-TGExplainer: Disentangling Stability and Transition Patterns for Temporal GNN Interpretability cites this paper.

ST-TGExplainer: Disentangling Stability and Transition Patterns for Temporal GNN Interpretability TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:13:06.571564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 66f45e5a-1ef8-4ee0-ac14-bf7f848eda95 · inbound

TGFormer: Towards Temporal Graph Transformer with Auto-Correlation Mechanism cites this paper.

TGFormer: Towards Temporal Graph Transformer with Auto-Correlation Mechanism TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-06-30T11:44:37.864261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 02279659-66a4-4c7f-b527-ce30859054c3 · inbound

Forget Less, Generalize More: Unifying Temporal and Structural Adaptation for Dynamic Graphs cites this paper.

Forget Less, Generalize More: Unifying Temporal and Structural Adaptation for Dynamic Graphs TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T08:33:15.249783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 828dab85-b0f6-4ba2-90a4-290560d615af · inbound

Learning Long Range Spatio-Temporal Representations over Continuous Time Dynamic Graphs with State Space Models cites this paper.

Learning Long Range Spatio-Temporal Representations over Continuous Time Dynamic Graphs with State Space Models TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T07:26:45.718891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 38a693b1-40ec-4d77-a809-ff78d0efc4f1 · inbound

OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation cites this paper.

OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

Reference 191

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:48:56.379835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.