# Dynamic Link Prediction on Flights Source: [Dynamic Link Prediction on Flights]() Collection index: [llms.txt]() Data updated: 2026-03-05T09:08:36.968Z Evaluation of Dynamic Link Prediction performance on the Flights dataset, typically measured using 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) | Flights | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 49 of 49 | | 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. - [AUC-ROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | DyGFormer | 98.91 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 98.51 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 97.95 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 95.6 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 95.29 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 94.03 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 91.23 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 90.99 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 89.35 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 81.08 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 75.48 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 74.87 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 74.62 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 72.38 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 71.47 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 71.09 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 70.92 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 70.68 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 70.57 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 70.53 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 69.18 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 69.07 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 67.61 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 66.7 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 66.59 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 66.48 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 64.72 | Not recorded | 68fa70e61e209131cea4dcf3 | ### DyGFormer AP: 98.91. Result ID: 69914e8f3a6c314849073354. [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: 98.51. Result ID: 69914e8f3a6c314849073350. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 97.95. Result ID: 69914e8f3a6c31484907334f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 95.6. Result ID: 69914e8f3a6c31484907334c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 95.29. Result ID: 69914e8f3a6c31484907334d. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 94.03. Result ID: 69914e8f3a6c31484907334e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 91.23. Result ID: 69914e8f3a6c314849073352. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 90.99. Result ID: 69914e8f3a6c314849073353. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 89.35. Result ID: 69914e8f3a6c314849073351. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 81.08. Result ID: 69914e8f3a6c314849073363. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 75.48. Result ID: 69914e8f3a6c314849073360. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 74.87. Result ID: 69914e8f3a6c314849073365. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 74.62. Result ID: 69914e8f3a6c314849073364. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 72.38. Result ID: 69914e8f3a6c314849073357. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 71.47. Result ID: 69914e8f3a6c31484907335c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 71.09. Result ID: 69914e8f3a6c314849073361. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 70.92. Result ID: 69914e8f3a6c314849073366. [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: 70.68. Result ID: 69914e8f3a6c31484907335b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 70.57. Result ID: 69914e8f3a6c31484907335f. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 70.53. Result ID: 69914e8f3a6c31484907335a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 69.18. Result ID: 69914e8f3a6c314849073362. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 69.07. Result ID: 69914e8f3a6c31484907335e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 67.61. Result ID: 69914e8f3a6c314849073356. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 66.7. Result ID: 69914e8f3a6c314849073358. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 66.59. Result ID: 69914e8f3a6c31484907335d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 66.48. Result ID: 69914e8f3a6c314849073355. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 64.72. Result ID: 69914e8f3a6c314849073359. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.