# Dynamic new link prediction on Social Evo. Source: [Dynamic new link prediction on Social Evo.]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:40.169Z Evaluation of dynamic new link prediction performance on the Social Evo. dataset, reporting AUC and 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 new link prediction | | Dataset (including any stated split) | Social Evo. | | Metric | AP | | Unit | SCALAR | | 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: SCALAR. - [AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | DyGFormer | 0.9768 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 0.9738 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 0.9513 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 0.9501 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 0.9493 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 0.949 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 0.9484 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 0.9474 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyGFormer | 0.9473 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 0.9472 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 0.9445 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGN | 0.9357 | Not recorded | 68fa70e61e209131cea4dcf3 | | GraphMixer | 0.9337 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 0.9329 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 0.9328 | Not recorded | 68fa70e61e209131cea4dcf3 | | TGAT | 0.9316 | Not recorded | 68fa70e61e209131cea4dcf3 | | TCL | 0.9313 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 0.8989 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 0.8982 | Not recorded | 68fa70e61e209131cea4dcf3 | | DyRep | 0.8887 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 0.8832 | Not recorded | 68fa70e61e209131cea4dcf3 | | JODIE | 0.8744 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 0.8553 | Not recorded | 68fa70e61e209131cea4dcf3 | | CAWN | 0.8496 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 0.8369 | Not recorded | 68fa70e61e209131cea4dcf3 | | EdgeBank | 0.8057 | Not recorded | 68fa70e61e209131cea4dcf3 | | SI-VGRNN | 0.774 | Not recorded | 68fa67711e209131cea164b1 | | VGRNN | 0.7703 | Not recorded | 68fa67711e209131cea164b1 | | EdgeBank | 0.7495 | Not recorded | 68fa70e61e209131cea4dcf3 | | SI-VGRNN | 0.7385 | Not recorded | 68fa67711e209131cea164b1 | | VGRNN | 0.7348 | Not recorded | 68fa67711e209131cea164b1 | | DynAERNN | 0.7179 | Not recorded | 68fa67711e209131cea164b1 | | DynRNN | 0.6902 | Not recorded | 68fa67711e209131cea164b1 | | DynAERNN | 0.6503 | Not recorded | 68fa67711e209131cea164b1 | | DynAE | 0.6366 | Not recorded | 68fa67711e209131cea164b1 | | DynRNN | 0.6347 | Not recorded | 68fa67711e209131cea164b1 | | DynAE | 0.5405 | Not recorded | 68fa67711e209131cea164b1 | ### DyGFormer AP: 0.9768. Result ID: 69914e8f3a6c314849073330. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 0.9738. Result ID: 69914e8f3a6c314849073327. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 0.9513. Result ID: 69914e8f3a6c31484907332b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 0.9501. Result ID: 69914e8f3a6c314849073321. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 0.9493. Result ID: 69914e8f3a6c314849073326. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 0.949. Result ID: 69914e8f3a6c31484907332e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 0.9484. Result ID: 69914e8f3a6c31484907332a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 0.9474. Result ID: 69914e8f3a6c314849073325. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyGFormer AP: 0.9473. Result ID: 69914e8f3a6c31484907331e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 0.9472. Result ID: 69914e8f3a6c31484907332f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 0.9445. Result ID: 69914e8f3a6c314849073322. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGN AP: 0.9357. Result ID: 69914e8f3a6c314849073319. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### GraphMixer AP: 0.9337. Result ID: 69914e8f3a6c31484907331d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 0.9329. Result ID: 69914e8f3a6c314849073320. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 0.9328. Result ID: 69914e8f3a6c314849073329. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TGAT AP: 0.9316. Result ID: 69914e8f3a6c314849073318. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### TCL AP: 0.9313. Result ID: 69914e8f3a6c31484907331c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 0.8989. Result ID: 69914e8f3a6c314849073316. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 0.8982. Result ID: 69914e8f3a6c314849073328. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### DyRep AP: 0.8887. Result ID: 69914e8f3a6c314849073317. [Reporting paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 0.8832. Result ID: 69914e8f3a6c31484907332c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### JODIE AP: 0.8744. Result ID: 69914e8f3a6c31484907331f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 0.8553. Result ID: 69914e8f3a6c314849073323. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### CAWN AP: 0.8496. Result ID: 69914e8f3a6c31484907331a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 0.8369. Result ID: 69914e8f3a6c31484907332d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### EdgeBank AP: 0.8057. Result ID: 69914e8f3a6c314849073324. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### SI-VGRNN AP: 0.774. Result ID: 698d35ab8b517eb4331fd1c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VGRNN AP: 0.7703. Result ID: 698d35ab8b517eb4331fd1c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EdgeBank AP: 0.7495. Result ID: 69914e8f3a6c31484907331b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random","Evaluation Setting":"transductive"}. This record does not assert independent reproduction. ### SI-VGRNN AP: 0.7385. Result ID: 698d35ab8b517eb4331fd1ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VGRNN AP: 0.7348. Result ID: 698d35ab8b517eb4331fd1ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DynAERNN AP: 0.7179. Result ID: 698d35ab8b517eb4331fd1c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DynRNN AP: 0.6902. Result ID: 698d35ab8b517eb4331fd1bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DynAERNN AP: 0.6503. Result ID: 698d35ab8b517eb4331fd1ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DynAE AP: 0.6366. Result ID: 698d35ab8b517eb4331fd1be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DynRNN AP: 0.6347. Result ID: 698d35ab8b517eb4331fd1ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DynAE AP: 0.5405. Result ID: 698d35ab8b517eb4331fd1aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.