# Dynamic link prediction on Canadian Parliament Source: [Dynamic link prediction on Canadian Parliament]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:48.621Z Evaluation of Dynamic Link Prediction performance on the Canadian Parliament 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) | Canadian Parliament | | 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 | 97.36 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 97 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 95.44 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 77.04 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 74.34 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 70.88 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 70.73 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 69.82 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 69.48 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 69.26 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 68.82 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 68.67 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 68.42 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 67.75 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 67.13 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 66.54 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 66.53 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 65.93 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 65.85 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 65.34 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 64.55 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 63.84 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 63.31 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 62.16 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 58.61 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 51.79 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 48.42 | Not recorded | 68fa70e61e209131cea4dcf3 | ### DyGFormer AP: 97.36. Result ID: 69914e8f3a6c31484907336f. [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: 97. Result ID: 69914e8f3a6c314849073378. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 95.44. Result ID: 69914e8f3a6c314849073381. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 77.04. Result ID: 69914e8f3a6c31484907336e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 74.34. Result ID: 69914e8f3a6c314849073377. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 70.88. Result ID: 69914e8f3a6c31484907336a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 70.73. Result ID: 69914e8f3a6c314849073369. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 69.82. Result ID: 69914e8f3a6c31484907336b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 69.48. Result ID: 69914e8f3a6c314849073380. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 69.26. Result ID: 69914e8f3a6c314849073367. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 68.82. Result ID: 69914e8f3a6c31484907337b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 68.67. Result ID: 69914e8f3a6c31484907336d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 68.42. Result ID: 69914e8f3a6c314849073373. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 67.75. Result ID: 69914e8f3a6c31484907337d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 67.13. Result ID: 69914e8f3a6c314849073372. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 66.54. Result ID: 69914e8f3a6c314849073368. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 66.53. Result ID: 69914e8f3a6c314849073374. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 65.93. Result ID: 69914e8f3a6c314849073376. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 65.85. Result ID: 69914e8f3a6c31484907337f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 65.34. Result ID: 69914e8f3a6c31484907337c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 64.55. Result ID: 69914e8f3a6c31484907336c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 63.84. Result ID: 69914e8f3a6c314849073375. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 63.31. Result ID: 69914e8f3a6c314849073371. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 62.16. Result ID: 69914e8f3a6c31484907337e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 58.61. Result ID: 69914e8f3a6c31484907337a. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 51.79. Result ID: 69914e8f3a6c314849073370. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 48.42. Result ID: 69914e8f3a6c314849073379. [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.