# Dynamic Link Prediction on LastFM Source: [Dynamic Link Prediction on LastFM]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:48.534Z Evaluation of Dynamic Link Prediction performance on the LastFM 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) | LastFM | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 | | --- | --- | --- | --- | | DyGFormer | 93 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 86.99 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 81.57 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 79.29 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 77.07 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 76.87 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 75.61 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 75.49 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 74.92 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 74.35 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 73.97 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 73.42 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 73.03 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 72.47 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 71.92 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 71.59 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 71.13 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 70.85 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 69.86 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 68.12 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 67.48 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 67.27 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 65.95 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 64.41 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 62.67 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 59.3 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 58.21 | Not recorded | 68fa70e61e209131cea4dcf3 | ### DyGFormer AP: 93. Result ID: 69914e8f3a6c3148490732e8. [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: 86.99. Result ID: 69914e8f3a6c3148490732e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 81.57. Result ID: 69914e8f3a6c3148490732f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 79.29. Result ID: 69914e8f3a6c3148490732e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 77.07. Result ID: 69914e8f3a6c3148490732e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 76.87. Result ID: 69914e8f3a6c3148490732ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 75.61. Result ID: 69914e8f3a6c3148490732e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 75.49. Result ID: 69914e8f3a6c3148490732f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 74.92. Result ID: 69914e8f3a6c3148490732ea. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 74.35. Result ID: 69914e8f3a6c3148490732e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 73.97. Result ID: 69914e8f3a6c3148490732fa. [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: 73.42. Result ID: 69914e8f3a6c3148490732e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 73.03. Result ID: 69914e8f3a6c3148490732ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 72.47. Result ID: 69914e8f3a6c3148490732f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 71.92. Result ID: 69914e8f3a6c3148490732e1. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 71.59. Result ID: 69914e8f3a6c3148490732eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 71.13. Result ID: 69914e8f3a6c3148490732f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 70.85. Result ID: 69914e8f3a6c3148490732e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 69.86. Result ID: 69914e8f3a6c3148490732ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 68.12. Result ID: 69914e8f3a6c3148490732f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 67.48. Result ID: 69914e8f3a6c3148490732f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 67.27. Result ID: 69914e8f3a6c3148490732e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 65.95. Result ID: 69914e8f3a6c3148490732f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 64.41. Result ID: 69914e8f3a6c3148490732f3. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 62.67. Result ID: 69914e8f3a6c3148490732f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 59.3. Result ID: 69914e8f3a6c3148490732ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 58.21. Result ID: 69914e8f3a6c3148490732f8. [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.