# Temporal Link Prediction on ICEWS inductive 1819 Source: [Temporal Link Prediction on ICEWS inductive 1819]() Collection index: [llms.txt]() Data updated: 2026-05-08T09:56:47.262Z Evaluation of Temporal Link Prediction performance on the ICEWS inductive 1819 knowledge graph dataset, measured using 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) | ICEWS inductive 1819 | | Metric | ROC-AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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: PERCENT. - [Average Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | ROC-AUC | Result date | Report paper | | --- | --- | --- | --- | | TCL | 97.78 | Not recorded | 69fd6e135497b3b670c893fa | | PRISM | 97.78 | Not recorded | 69fd6e135497b3b670c893fa | | CAWN | 97.74 | Not recorded | 69fd6e135497b3b670c893fa | | TGAT | 97.06 | Not recorded | 69fd6e135497b3b670c893fa | | MoMent | 96.57 | Not recorded | 69fd6e135497b3b670c893fa | | DyGFormer | 96.3 | Not recorded | 69fd6e135497b3b670c893fa | | GraphMixer | 96.05 | Not recorded | 69fd6e135497b3b670c893fa | | JODIE | 92.85 | Not recorded | 69fd6e135497b3b670c893fa | | DyRep | 90.3 | Not recorded | 69fd6e135497b3b670c893fa | | TGPM | 78.64 | Not recorded | 69802fbfa8b01e76cc8e1750 | | DDGCL | 72.97 | Not recorded | 69802fbfa8b01e76cc8e1750 | | PT-DGNN | 71.06 | Not recorded | 69802fbfa8b01e76cc8e1750 | | CPDG | 65.89 | Not recorded | 69802fbfa8b01e76cc8e1750 | | TGPM | 53.09 | Not recorded | 69802fbfa8b01e76cc8e1750 | | CPDG | 50.81 | Not recorded | 69802fbfa8b01e76cc8e1750 | | DDGCL | 49.38 | Not recorded | 69802fbfa8b01e76cc8e1750 | | PT-DGNN | 48.74 | Not recorded | 69802fbfa8b01e76cc8e1750 | ### TCL ROC-AUC: 97.78. Result ID: 69fdb35a47f34ce924e11e66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### PRISM ROC-AUC: 97.78. Result ID: 69fdb35a47f34ce924e11e6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### CAWN ROC-AUC: 97.74. Result ID: 69fdb35a47f34ce924e11e65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGAT ROC-AUC: 97.06. Result ID: 69fdb35a47f34ce924e11e64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### MoMent ROC-AUC: 96.57. Result ID: 69fdb35a47f34ce924e11e69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### DyGFormer ROC-AUC: 96.3. Result ID: 69fdb35a47f34ce924e11e68. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### GraphMixer ROC-AUC: 96.05. Result ID: 69fdb35a47f34ce924e11e67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### JODIE ROC-AUC: 92.85. Result ID: 69fdb35a47f34ce924e11e62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### DyRep ROC-AUC: 90.3. Result ID: 69fdb35a47f34ce924e11e63. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGPM ROC-AUC: 78.64. Result ID: 6998efeb5698665ec4549c52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### DDGCL ROC-AUC: 72.97. Result ID: 6998efeb5698665ec4549c4e. [Reporting paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### PT-DGNN ROC-AUC: 71.06. Result ID: 6998efeb5698665ec4549c4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### CPDG ROC-AUC: 65.89. Result ID: 6998efeb5698665ec4549c50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Enron"}. This record does not assert independent reproduction. ### TGPM ROC-AUC: 53.09. Result ID: 6998efeb5698665ec4549c53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Googlemap CT"}. This record does not assert independent reproduction. ### CPDG ROC-AUC: 50.81. Result ID: 6998efeb5698665ec4549c51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Domain":"Googlemap CT"}. This record does not assert independent reproduction. ### DDGCL ROC-AUC: 49.38. Result ID: 6998efeb5698665ec4549c4f. [Reporting paper]() Recorded evaluation configuration: {"Source Domain":"Googlemap CT"}. This record does not assert independent reproduction. ### PT-DGNN ROC-AUC: 48.74. Result ID: 6998efeb5698665ec4549c4d. [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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