# Temporal Link Prediction on Dataset A WSDM Challenge 2022 Source: [Temporal Link Prediction on Dataset A WSDM Challenge 2022]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:12.992Z Evaluation of Temporal Link Prediction performance on the Dataset A WSDM Challenge 2022 dataset, using metrics like Initial AUC and Inter. AUC. 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 | Temporal Link Prediction | | Dataset (including any stated split) | Dataset A WSDM Challenge 2022 | | Metric | Initial AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Initial AUC](): Higher is better; unit: SCALAR. - [Inter. AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | Initial AUC | Result date | Report paper | | --- | --- | --- | --- | | AntGraph | 0.6657 | Not recorded | 68fa6bf61e209131cea31417 | | AntGraph (Ablation) | 0.6619 | Not recorded | 68fa6bf61e209131cea31417 | | AntGraph (Ablation) | 0.6611 | Not recorded | 68fa6bf61e209131cea31417 | | AntGraph (Ablation) | 0.6573 | Not recorded | 68fa6bf61e209131cea31417 | | AntGraph (Ablation) | 0.6377 | Not recorded | 68fa6bf61e209131cea31417 | | LINE | 0.6072 | Not recorded | 68fa6bf61e209131cea31417 | | catboost | 0.6045 | Not recorded | 68fa6bf61e209131cea31417 | | Complex | 0.5514 | Not recorded | 68fa6bf61e209131cea31417 | | DeepWalk | 0.5352 | Not recorded | 68fa6bf61e209131cea31417 | | RotatE | 0.5315 | Not recorded | 68fa6bf61e209131cea31417 | | TransE | 0.5182 | Not recorded | 68fa6bf61e209131cea31417 | | baseline | 0.511 | Not recorded | 68fa6bf61e209131cea31417 | ### AntGraph Initial AUC: 0.6657. Result ID: 698eaefeffc3901de09fc374. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"All features (submitted version)"}. This record does not assert independent reproduction. ### AntGraph (Ablation) Initial AUC: 0.6619. Result ID: 698eaefeffc3901de09fc372. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"raw input data + LINE embedding + Subgraph features"}. This record does not assert independent reproduction. ### AntGraph (Ablation) Initial AUC: 0.6611. Result ID: 698eaefeffc3901de09fc371. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"raw input data + Subgraph features"}. This record does not assert independent reproduction. ### AntGraph (Ablation) Initial AUC: 0.6573. Result ID: 698eaefeffc3901de09fc373. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"raw input data + LINE embedding + Node crossing features"}. This record does not assert independent reproduction. ### AntGraph (Ablation) Initial AUC: 0.6377. Result ID: 698eaefeffc3901de09fc370. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"raw input data + LINE embedding"}. This record does not assert independent reproduction. ### LINE Initial AUC: 0.6072. Result ID: 698eaefeffc3901de09fc36e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### catboost Initial AUC: 0.6045. Result ID: 698eaefeffc3901de09fc36f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Features":"raw input data"}. This record does not assert independent reproduction. ### Complex Initial AUC: 0.5514. Result ID: 698eaefeffc3901de09fc36d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepWalk Initial AUC: 0.5352. Result ID: 698eaefeffc3901de09fc36a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RotatE Initial AUC: 0.5315. Result ID: 698eaefeffc3901de09fc36c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransE Initial AUC: 0.5182. Result ID: 698eaefeffc3901de09fc36b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### baseline Initial AUC: 0.511. Result ID: 698eaefeffc3901de09fc369. [Reporting paper]() 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.