# Dynamic Link Prediction on UN Trade Source: [Dynamic Link Prediction on UN Trade]() Collection index: [llms.txt]() Data updated: 2026-04-14T10:25:27.216Z Evaluation of Dynamic Link Prediction performance on the UN Trade 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 Trade | | 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 | 81.32 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 72.97 | Not recorded | 68fa70e61e209131cea4dcf3 | | GRN | 71.54 | Not recorded | 68fa78a71e209131cea79a67 | | DyGFormer | 66.46 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 65.39 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 65.26 | Not recorded | 68fa78a71e209131cea79a67 | | TGN | 65.03 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 64.94 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 64.41 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 63.67 | Not recorded | 68fa78a71e209131cea79a67 | | DyRep | 63.21 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 62.61 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 62.54 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 62.21 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 61.76 | Not recorded | 68fa78a71e209131cea79a67 | | TGAT | 61.47 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 61.39 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 61.06 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 61.04 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 60.9 | Not recorded | 68fa78a71e209131cea79a67 | | TGAT | 60.61 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 60.42 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 60.41 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 60.41 | Not recorded | 68fa78a71e209131cea79a67 | | TCL | 60.2 | Not recorded | 68fa78a71e209131cea79a67 | | DyRep | 60.19 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 60.15 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 59.97 | Not recorded | 68fa78a71e209131cea79a67 | | DyRep | 59.19 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 58.44 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 57.05 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 57.04 | Not recorded | 68fa78a71e209131cea79a67 | | TCL | 55.9 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 55.79 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 55.74 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 55.71 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 54.19 | Not recorded | 68fa78a71e209131cea79a67 | ### EdgeBank AP: 81.32. Result ID: 69914e8f3a6c3148490733ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 72.97. Result ID: 69914e8f3a6c3148490733b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GRN AP: 71.54. Result ID: 69de160f47f34ce924c6294e. [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: 66.46. Result ID: 69914e8f3a6c3148490733a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 65.39. Result ID: 69914e8f3a6c3148490733a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 65.26. Result ID: 69de160f47f34ce924c62945. [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: 65.03. Result ID: 69914e8f3a6c3148490733a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 64.94. Result ID: 69914e8f3a6c31484907339d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 64.41. Result ID: 69914e8f3a6c3148490733ae. [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: 63.67. Result ID: 69de160f47f34ce924c62946. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### DyRep AP: 63.21. Result ID: 69914e8f3a6c31484907339e. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 62.61. Result ID: 69914e8f3a6c3148490733a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 62.54. Result ID: 69914e8f3a6c3148490733b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 62.21. Result ID: 69914e8f3a6c3148490733a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 61.76. Result ID: 69de160f47f34ce924c62949. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### TGAT AP: 61.47. Result ID: 69914e8f3a6c31484907339f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 61.39. Result ID: 69914e8f3a6c3148490733a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 61.06. Result ID: 69914e8f3a6c3148490733b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 61.04. Result ID: 69914e8f3a6c3148490733b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 60.9. Result ID: 69de160f47f34ce924c62948. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### TGAT AP: 60.61. Result ID: 69914e8f3a6c3148490733b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 60.42. Result ID: 69914e8f3a6c3148490733af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 60.41. Result ID: 69914e8f3a6c3148490733a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 60.41. Result ID: 69de160f47f34ce924c6294a. [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: 60.2. Result ID: 69de160f47f34ce924c6294b. [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: 60.19. Result ID: 69914e8f3a6c3148490733b0. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 60.15. Result ID: 69914e8f3a6c3148490733b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 59.97. Result ID: 69de160f47f34ce924c62947. [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: 59.19. Result ID: 69914e8f3a6c3148490733a7. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 58.44. Result ID: 69914e8f3a6c3148490733a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 57.05. Result ID: 69914e8f3a6c3148490733ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 57.04. Result ID: 69de160f47f34ce924c6294d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### TCL AP: 55.9. Result ID: 69914e8f3a6c3148490733ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 55.79. Result ID: 69914e8f3a6c3148490733b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 55.74. Result ID: 69914e8f3a6c3148490733a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 55.71. Result ID: 69914e8f3a6c3148490733aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 54.19. Result ID: 69de160f47f34ce924c6294c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.