# Dynamic Link Prediction on UN Vote transductive v1 (test) Source: [Dynamic Link Prediction on UN Vote transductive v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:38:35.285Z Evaluation of Dynamic Link Prediction performance on the test split of the UN Vote dataset (version 1) using the transductive setting, measured by AUC-ROC. 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 | Dynamic Link Prediction | | Dataset (including any stated split) | UN Vote transductive v1 (test) | | Metric | AUC-ROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 - [AUC-ROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | CTDG-SSM | 97.45 | Not recorded | 6a210700c10484bac23f0788 | | CTDG-SSM | 97.41 | Not recorded | 6a210700c10484bac23f0788 | | CTDG-SSM | 97.22 | Not recorded | 6a210700c10484bac23f0788 | | Edgebank | 89.62 | Not recorded | 6a210700c10484bac23f0788 | | JODIE | 76.84 | Not recorded | 6a210700c10484bac23f0788 | | DyRep | 74.72 | Not recorded | 6a210700c10484bac23f0788 | | JODIE | 73.73 | Not recorded | 6a210700c10484bac23f0788 | | TGN | 73.4 | Not recorded | 6a210700c10484bac23f0788 | | Edgebank | 72.85 | Not recorded | 6a210700c10484bac23f0788 | | DyRep | 72.8 | Not recorded | 6a210700c10484bac23f0788 | | TGN | 72.69 | Not recorded | 6a210700c10484bac23f0788 | | TGN | 68.71 | Not recorded | 6a210700c10484bac23f0788 | | JODIE | 68.53 | Not recorded | 6a210700c10484bac23f0788 | | DyRep | 67.18 | Not recorded | 6a210700c10484bac23f0788 | | DyGMamba | 65.17 | Not recorded | 6a210700c10484bac23f0788 | | DyGFormer | 64.27 | Not recorded | 6a210700c10484bac23f0788 | | Edgebank | 62.97 | Not recorded | 6a210700c10484bac23f0788 | | GraphMixer | 62.56 | Not recorded | 6a210700c10484bac23f0788 | | DyGMamba | 58.48 | Not recorded | 6a210700c10484bac23f0788 | | DyGFormer | 57.12 | Not recorded | 6a210700c10484bac23f0788 | | TGAT | 53.95 | Not recorded | 6a210700c10484bac23f0788 | | DyGMamba | 53.37 | Not recorded | 6a210700c10484bac23f0788 | | CAWN | 53.09 | Not recorded | 6a210700c10484bac23f0788 | | TGAT | 53.04 | Not recorded | 6a210700c10484bac23f0788 | | TGAT | 52.83 | Not recorded | 6a210700c10484bac23f0788 | | CAWN | 52.75 | Not recorded | 6a210700c10484bac23f0788 | | GraphMixer | 52.61 | Not recorded | 6a210700c10484bac23f0788 | | GraphMixer | 52.46 | Not recorded | 6a210700c10484bac23f0788 | | TCL | 52.29 | Not recorded | 6a210700c10484bac23f0788 | | TCL | 52.02 | Not recorded | 6a210700c10484bac23f0788 | | DyGFormer | 51.89 | Not recorded | 6a210700c10484bac23f0788 | | TCL | 51.88 | Not recorded | 6a210700c10484bac23f0788 | | CAWN | 51.27 | Not recorded | 6a210700c10484bac23f0788 | ### CTDG-SSM AUC-ROC: 97.45. Result ID: 6a2171b0fbc373592c1ea013. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### CTDG-SSM AUC-ROC: 97.41. Result ID: 6a2171b0fbc373592c1e9ffd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### CTDG-SSM AUC-ROC: 97.22. Result ID: 6a2171b0fbc373592c1ea008. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. ### Edgebank AUC-ROC: 89.62. Result ID: 6a2171b0fbc373592c1ea003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. ### JODIE AUC-ROC: 76.84. Result ID: 6a2171b0fbc373592c1e9ffe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. ### DyRep AUC-ROC: 74.72. Result ID: 6a2171b0fbc373592c1e9fff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. ### JODIE AUC-ROC: 73.73. Result ID: 6a2171b0fbc373592c1ea009. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### TGN AUC-ROC: 73.4. Result ID: 6a2171b0fbc373592c1ea001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. ### Edgebank AUC-ROC: 72.85. Result ID: 6a2171b0fbc373592c1ea00e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### DyRep AUC-ROC: 72.8. Result ID: 6a2171b0fbc373592c1ea00a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### TGN AUC-ROC: 72.69. Result ID: 6a2171b0fbc373592c1ea00c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### TGN AUC-ROC: 68.71. Result ID: 6a2171b0fbc373592c1e9ff6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### JODIE AUC-ROC: 68.53. Result ID: 6a2171b0fbc373592c1e9ff3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### DyRep AUC-ROC: 67.18. Result ID: 6a2171b0fbc373592c1e9ff4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### DyGMamba AUC-ROC: 65.17. Result ID: 6a2171b0fbc373592c1ea007. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. ### DyGFormer AUC-ROC: 64.27. Result ID: 6a2171b0fbc373592c1ea006. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. ### Edgebank AUC-ROC: 62.97. Result ID: 6a2171b0fbc373592c1e9ff8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### GraphMixer AUC-ROC: 62.56. Result ID: 6a2171b0fbc373592c1ea010. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### DyGMamba AUC-ROC: 58.48. Result ID: 6a2171b0fbc373592c1e9ffc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### DyGFormer AUC-ROC: 57.12. Result ID: 6a2171b0fbc373592c1e9ffb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### TGAT AUC-ROC: 53.95. Result ID: 6a2171b0fbc373592c1ea000. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. ### DyGMamba AUC-ROC: 53.37. Result ID: 6a2171b0fbc373592c1ea012. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### CAWN AUC-ROC: 53.09. Result ID: 6a2171b0fbc373592c1e9ff7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### TGAT AUC-ROC: 53.04. Result ID: 6a2171b0fbc373592c1ea00b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### TGAT AUC-ROC: 52.83. Result ID: 6a2171b0fbc373592c1e9ff5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### CAWN AUC-ROC: 52.75. Result ID: 6a2171b0fbc373592c1ea00d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### GraphMixer AUC-ROC: 52.61. Result ID: 6a2171b0fbc373592c1ea005. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. ### GraphMixer AUC-ROC: 52.46. Result ID: 6a2171b0fbc373592c1e9ffa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### TCL AUC-ROC: 52.29. Result ID: 6a2171b0fbc373592c1ea004. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. ### TCL AUC-ROC: 52.02. Result ID: 6a2171b0fbc373592c1ea00f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### DyGFormer AUC-ROC: 51.89. Result ID: 6a2171b0fbc373592c1ea011. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"ind"}. This record does not assert independent reproduction. ### TCL AUC-ROC: 51.88. Result ID: 6a2171b0fbc373592c1e9ff9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"rnd"}. This record does not assert independent reproduction. ### CAWN AUC-ROC: 51.27. Result ID: 6a2171b0fbc373592c1ea002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"hist"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.