# Temporal Link Prediction on Googlemap CT transductive Source: [Temporal Link Prediction on Googlemap CT transductive]() Collection index: [llms.txt]() Data updated: 2026-05-08T09:56:47.232Z Evaluation of Temporal Link Prediction performance on the Googlemap CT transductive dataset, measured using ROC-AUC and A.R. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Temporal Link Prediction | | Dataset (including any stated split) | Googlemap CT transductive | | Metric | ROC-AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [ROC-AUC](): Higher is better; unit: SCALAR. - [A.R.](): Higher is better; unit: SCALAR. ## Recorded results | Method | ROC-AUC | Result date | Report paper | | --- | --- | --- | --- | | TGAT | 0.9049 | Not recorded | 69fd6e135497b3b670c893fa | | TGPM | 0.8892 | Not recorded | 69802fbfa8b01e76cc8e1750 | | PRISM | 0.88 | Not recorded | 69fd6e135497b3b670c893fa | | TGPM | 0.8706 | Not recorded | 69802fbfa8b01e76cc8e1750 | | CAWN | 0.8687 | Not recorded | 69fd6e135497b3b670c893fa | | TCL | 0.8348 | Not recorded | 69fd6e135497b3b670c893fa | | DyGFormer | 0.8207 | Not recorded | 69fd6e135497b3b670c893fa | | MoMent | 0.814 | Not recorded | 69fd6e135497b3b670c893fa | | GraphMixer | 0.8095 | Not recorded | 69fd6e135497b3b670c893fa | | CPDG | 0.7574 | Not recorded | 69802fbfa8b01e76cc8e1750 | | PT-DGNN | 0.6699 | Not recorded | 69802fbfa8b01e76cc8e1750 | | DDGCL | 0.6666 | Not recorded | 69802fbfa8b01e76cc8e1750 | | CPDG | 0.6612 | Not recorded | 69802fbfa8b01e76cc8e1750 | | PT-DGNN | 0.6579 | Not recorded | 69802fbfa8b01e76cc8e1750 | | DDGCL | 0.5671 | Not recorded | 69802fbfa8b01e76cc8e1750 | ### TGAT ROC-AUC: 0.9049. Result ID: 69fdb35a47f34ce924e11e2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGPM ROC-AUC: 0.8892. Result ID: 6998efeb5698665ec4549c4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"ICEWS1819"}. This record does not assert independent reproduction. ### PRISM ROC-AUC: 0.88. Result ID: 69fdb35a47f34ce924e11e33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGPM ROC-AUC: 0.8706. Result ID: 6998efeb5698665ec4549c4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### CAWN ROC-AUC: 0.8687. Result ID: 69fdb35a47f34ce924e11e2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL ROC-AUC: 0.8348. Result ID: 69fdb35a47f34ce924e11e2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer ROC-AUC: 0.8207. Result ID: 69fdb35a47f34ce924e11e31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### MoMent ROC-AUC: 0.814. Result ID: 69fdb35a47f34ce924e11e32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer ROC-AUC: 0.8095. Result ID: 69fdb35a47f34ce924e11e30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CPDG ROC-AUC: 0.7574. Result ID: 6998efeb5698665ec4549c48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### PT-DGNN ROC-AUC: 0.6699. Result ID: 6998efeb5698665ec4549c45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"ICEWS1819"}. This record does not assert independent reproduction. ### DDGCL ROC-AUC: 0.6666. Result ID: 6998efeb5698665ec4549c46. [Reporting paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### CPDG ROC-AUC: 0.6612. Result ID: 6998efeb5698665ec4549c49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"ICEWS1819"}. This record does not assert independent reproduction. ### PT-DGNN ROC-AUC: 0.6579. Result ID: 6998efeb5698665ec4549c44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### DDGCL ROC-AUC: 0.5671. Result ID: 6998efeb5698665ec4549c47. [Reporting paper]() Recorded evaluation configuration: {"Source Domain":"ICEWS1819"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.