# Dynamic Link Prediction on UN Vote Source: [Dynamic Link Prediction on UN Vote]() Collection index: [llms.txt]() Data updated: 2026-04-14T10:25:27.253Z Evaluation of Dynamic Link Prediction performance on the UN Vote dataset, measured using Average Precision (AP). 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 | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 37 of 37 | | 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 - [AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | EdgeBank | 84.89 | Not recorded | 68fa70e61e209131cea4dcf3 | | GRN | 83.09 | Not recorded | 68fa78a71e209131cea79a67 | | JODIE | 70.02 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 69.37 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 69.3 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 67.79 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 67.63 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 67.53 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 66.3 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 65.72 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 63.91 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 63.12 | Not recorded | 68fa78a71e209131cea79a67 | | DyRep | 62.81 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 60.84 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 60.17 | Not recorded | 68fa78a71e209131cea79a67 | | EdgeBank | 58.49 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 58.49 | Not recorded | 68fa78a71e209131cea79a67 | | TGN | 57.15 | Not recorded | 68fa78a71e209131cea79a67 | | DyGFormer | 55.55 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 53.13 | Not recorded | 68fa78a71e209131cea79a67 | | TGAT | 52.96 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 52.89 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 52.84 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 52.3 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 52.21 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 52.19 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 52.13 | Not recorded | 68fa78a71e209131cea79a67 | | GraphMixer | 52.11 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 51.91 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 51.9 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 51.82 | Not recorded | 68fa78a71e209131cea79a67 | | GraphMixer | 51.6 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 51.45 | Not recorded | 68fa78a71e209131cea79a67 | | TCL | 51.35 | Not recorded | 68fa78a71e209131cea79a67 | | CAWN | 51.26 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 51.2 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 50.62 | Not recorded | 68fa70e61e209131cea4dcf3 | ### EdgeBank AP: 84.89. Result ID: 69914e8f3a6c3148490733c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GRN AP: 83.09. Result ID: 69de160f47f34ce924c62958. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### JODIE AP: 70.02. Result ID: 69914e8f3a6c3148490733c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 69.37. Result ID: 69914e8f3a6c3148490733c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 69.3. Result ID: 69914e8f3a6c3148490733c2. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 67.79. Result ID: 69914e8f3a6c3148490733ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 67.63. Result ID: 69914e8f3a6c3148490733cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 67.53. Result ID: 69914e8f3a6c3148490733cb. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 66.3. Result ID: 69914e8f3a6c3148490733cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 65.72. Result ID: 69914e8f3a6c3148490733bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 63.91. Result ID: 69914e8f3a6c3148490733b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 63.12. Result ID: 69de160f47f34ce924c6294f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### DyRep AP: 62.81. Result ID: 69914e8f3a6c3148490733b9. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 60.84. Result ID: 69914e8f3a6c3148490733c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 60.17. Result ID: 69de160f47f34ce924c62950. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### EdgeBank AP: 58.49. Result ID: 69914e8f3a6c3148490733bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 58.49. Result ID: 69de160f47f34ce924c62954. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### TGN AP: 57.15. Result ID: 69de160f47f34ce924c62952. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### DyGFormer AP: 55.55. Result ID: 69914e8f3a6c3148490733c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 53.13. Result ID: 69de160f47f34ce924c62957. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### TGAT AP: 52.96. Result ID: 69914e8f3a6c3148490733c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 52.89. Result ID: 69914e8f3a6c3148490733cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 52.84. Result ID: 69914e8f3a6c3148490733bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 52.3. Result ID: 69914e8f3a6c3148490733c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 52.21. Result ID: 69914e8f3a6c3148490733ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 52.19. Result ID: 69914e8f3a6c3148490733ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 52.13. Result ID: 69de160f47f34ce924c62951. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### GraphMixer AP: 52.11. Result ID: 69914e8f3a6c3148490733bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 51.91. Result ID: 69914e8f3a6c3148490733d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 51.9. Result ID: 69914e8f3a6c3148490733be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 51.82. Result ID: 69de160f47f34ce924c62953. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### GraphMixer AP: 51.6. Result ID: 69914e8f3a6c3148490733d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 51.45. Result ID: 69de160f47f34ce924c62956. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### TCL AP: 51.35. Result ID: 69de160f47f34ce924c62955. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### CAWN AP: 51.26. Result ID: 69914e8f3a6c3148490733c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 51.2. Result ID: 69914e8f3a6c3148490733c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 50.62. Result ID: 69914e8f3a6c3148490733d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.