# Dynamic Link Prediction on US Legislature Source: [Dynamic Link Prediction on US Legislature]() Collection index: [llms.txt]() Data updated: 2026-04-14T10:25:27.167Z Evaluation of Dynamic Link Prediction performance on the US Legislature 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) | US Legislature | | 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 | | --- | --- | --- | --- | | DyRep | 86.88 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 85.3 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 83.44 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 81.65 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 81.25 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 80.53 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 79.63 | Not recorded | 68fa70e61e209131cea4dcf3 | | GRN | 79.21 | Not recorded | 68fa78a71e209131cea79a67 | | JODIE | 78.45 | Not recorded | 68fa78a71e209131cea79a67 | | TCL | 78.15 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 75.99 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 75.34 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 75.05 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 74 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 72.42 | Not recorded | 68fa78a71e209131cea79a67 | | DyGFormer | 71.11 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 70.91 | Not recorded | 68fa78a71e209131cea79a67 | | GraphMixer | 70.74 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 70.58 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 70.16 | Not recorded | 68fa78a71e209131cea79a67 | | TCL | 69.59 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 68.82 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 68.72 | Not recorded | 68fa78a71e209131cea79a67 | | TGAT | 68.52 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 67.57 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 66.16 | Not recorded | 68fa78a71e209131cea79a67 | | CAWN | 65.81 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 64.74 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 63.22 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 62.14 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 61.91 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 61.36 | Not recorded | 68fa78a71e209131cea79a67 | | TCL | 60.38 | Not recorded | 68fa78a71e209131cea79a67 | | EdgeBank | 58.39 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 58.39 | Not recorded | 68fa78a71e209131cea79a67 | | JODIE | 51.71 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 50.27 | Not recorded | 68fa70e61e209131cea4dcf3 | ### DyRep AP: 86.88. Result ID: 69914e8f3a6c31484907338c. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 85.3. Result ID: 69914e8f3a6c314849073393. [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: 83.44. Result ID: 69914e8f3a6c314849073395. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 81.65. Result ID: 69914e8f3a6c314849073392. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 81.25. Result ID: 69914e8f3a6c31484907339c. [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: 80.53. Result ID: 69914e8f3a6c314849073391. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 79.63. Result ID: 69914e8f3a6c31484907339b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GRN AP: 79.21. Result ID: 69de160f47f34ce924c62944. [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: 78.45. Result ID: 69de160f47f34ce924c6293b. [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: 78.15. Result ID: 69914e8f3a6c31484907339a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 75.99. Result ID: 69914e8f3a6c314849073385. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 75.34. Result ID: 69914e8f3a6c314849073383. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 75.05. Result ID: 69914e8f3a6c314849073382. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 74. Result ID: 69914e8f3a6c31484907338e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 72.42. Result ID: 69de160f47f34ce924c62943. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### DyGFormer AP: 71.11. Result ID: 69914e8f3a6c31484907338a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 70.91. Result ID: 69de160f47f34ce924c6293e. [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: 70.74. Result ID: 69914e8f3a6c314849073389. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 70.58. Result ID: 69914e8f3a6c314849073386. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 70.16. Result ID: 69de160f47f34ce924c62942. [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: 69.59. Result ID: 69914e8f3a6c314849073388. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 68.82. Result ID: 69914e8f3a6c31484907338f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 68.72. Result ID: 69de160f47f34ce924c6293c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### TGAT AP: 68.52. Result ID: 69914e8f3a6c314849073384. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 67.57. Result ID: 69914e8f3a6c314849073397. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 66.16. Result ID: 69de160f47f34ce924c6293f. [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: 65.81. Result ID: 69914e8f3a6c314849073398. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 64.74. Result ID: 69914e8f3a6c314849073399. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 63.22. Result ID: 69914e8f3a6c314849073390. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 62.14. Result ID: 69914e8f3a6c31484907338d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 61.91. Result ID: 69914e8f3a6c314849073396. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 61.36. Result ID: 69de160f47f34ce924c6293d. [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: 60.38. Result ID: 69de160f47f34ce924c62941. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Mode":"Transductive","Sampling Strategy":"random negative sampling"}. This record does not assert independent reproduction. ### EdgeBank AP: 58.39. Result ID: 69914e8f3a6c314849073387. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 58.39. Result ID: 69de160f47f34ce924c62940. [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: 51.71. Result ID: 69914e8f3a6c31484907338b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 50.27. Result ID: 69914e8f3a6c314849073394. [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.