# Temporal Link Prediction on ICEWS1819 transductive Source: [Temporal Link Prediction on ICEWS1819 transductive]() Collection index: [llms.txt]() Data updated: 2026-05-08T09:56:47.203Z Evaluation of Temporal Link Prediction performance on the ICEWS1819 transductive knowledge graph dataset, using metrics like ROC-AUC and Average Rank (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) | ICEWS1819 transductive | | Metric | ROC-AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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. - [Average Rank](): Lower is better; unit: SCALAR. - [AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROC-AUC | Result date | Report paper | | --- | --- | --- | --- | | PRISM | 0.9924 | Not recorded | 69fd6e135497b3b670c893fa | | TCL | 0.9923 | Not recorded | 69fd6e135497b3b670c893fa | | TGAT | 0.9904 | Not recorded | 69fd6e135497b3b670c893fa | | MoMent | 0.9897 | Not recorded | 69fd6e135497b3b670c893fa | | DyGFormer | 0.9888 | Not recorded | 69fd6e135497b3b670c893fa | | GraphMixer | 0.9863 | Not recorded | 69fd6e135497b3b670c893fa | | CAWN | 0.9857 | Not recorded | 69fd6e135497b3b670c893fa | | JODIE | 0.9741 | Not recorded | 69fd6e135497b3b670c893fa | | DyRep | 0.9632 | Not recorded | 69fd6e135497b3b670c893fa | | TGPM | 0.9251 | Not recorded | 69802fbfa8b01e76cc8e1750 | | DDGCL | 0.914 | Not recorded | 69802fbfa8b01e76cc8e1750 | | PT-DGNN | 0.9083 | Not recorded | 69802fbfa8b01e76cc8e1750 | | CPDG | 0.8918 | Not recorded | 69802fbfa8b01e76cc8e1750 | | TGPM | 0.5621 | Not recorded | 69802fbfa8b01e76cc8e1750 | | PT-DGNN | 0.5379 | Not recorded | 69802fbfa8b01e76cc8e1750 | | DDGCL | 0.5242 | Not recorded | 69802fbfa8b01e76cc8e1750 | | CPDG | 0.5196 | Not recorded | 69802fbfa8b01e76cc8e1750 | ### PRISM ROC-AUC: 0.9924. Result ID: 69fdb35a47f34ce924e11e2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL ROC-AUC: 0.9923. Result ID: 69fdb35a47f34ce924e11e28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT ROC-AUC: 0.9904. Result ID: 69fdb35a47f34ce924e11e26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### MoMent ROC-AUC: 0.9897. Result ID: 69fdb35a47f34ce924e11e2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer ROC-AUC: 0.9888. Result ID: 69fdb35a47f34ce924e11e2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer ROC-AUC: 0.9863. Result ID: 69fdb35a47f34ce924e11e29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN ROC-AUC: 0.9857. Result ID: 69fdb35a47f34ce924e11e27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE ROC-AUC: 0.9741. Result ID: 69fdb35a47f34ce924e11e24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep ROC-AUC: 0.9632. Result ID: 69fdb35a47f34ce924e11e25. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGPM ROC-AUC: 0.9251. Result ID: 6998efeb5698665ec4549c42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### DDGCL ROC-AUC: 0.914. Result ID: 6998efeb5698665ec4549c3e. [Reporting paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### PT-DGNN ROC-AUC: 0.9083. Result ID: 6998efeb5698665ec4549c3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### CPDG ROC-AUC: 0.8918. Result ID: 6998efeb5698665ec4549c40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### TGPM ROC-AUC: 0.5621. Result ID: 6998efeb5698665ec4549c43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Googlemap CT"}. This record does not assert independent reproduction. ### PT-DGNN ROC-AUC: 0.5379. Result ID: 6998efeb5698665ec4549c3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Googlemap CT"}. This record does not assert independent reproduction. ### DDGCL ROC-AUC: 0.5242. Result ID: 6998efeb5698665ec4549c3f. [Reporting paper]() Recorded evaluation configuration: {"Source Domain":"Googlemap CT"}. This record does not assert independent reproduction. ### CPDG ROC-AUC: 0.5196. Result ID: 6998efeb5698665ec4549c41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Googlemap CT"}. This record does not assert independent reproduction. Page 1 of 1. 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