# Temporal Link Prediction on Dataset B WSDM 2022 Challenge Source: [Temporal Link Prediction on Dataset B WSDM 2022 Challenge]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:13.009Z Evaluation of Temporal Link Prediction performance on the Dataset B WSDM 2022 Challenge dataset, measured using 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 B WSDM 2022 Challenge | | Metric | Initial AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [Final AUC](): Higher is better; unit: SCALAR. - [Avg T/100](): Higher is better; unit: SCALAR. ## Recorded results | Method | Initial AUC | Result date | Report paper | | --- | --- | --- | --- | | AntGraph (Ablation) | 0.6504 | Not recorded | 68fa6bf61e209131cea31417 | | AntGraph | 0.6459 | Not recorded | 68fa6bf61e209131cea31417 | | LINE | 0.6425 | Not recorded | 68fa6bf61e209131cea31417 | | AntGraph (Ablation) | 0.6399 | Not recorded | 68fa6bf61e209131cea31417 | | TransE | 0.6389 | Not recorded | 68fa6bf61e209131cea31417 | | AntGraph (Ablation) | 0.6368 | Not recorded | 68fa6bf61e209131cea31417 | | Complex | 0.6359 | Not recorded | 68fa6bf61e209131cea31417 | | RotatE | 0.6323 | Not recorded | 68fa6bf61e209131cea31417 | | AntGraph (Ablation) | 0.5861 | Not recorded | 68fa6bf61e209131cea31417 | | catboost | 0.5545 | Not recorded | 68fa6bf61e209131cea31417 | | DeepWalk | 0.5246 | Not recorded | 68fa6bf61e209131cea31417 | | baseline | 0.51 | Not recorded | 68fa6bf61e209131cea31417 | ### AntGraph (Ablation) Initial AUC: 0.6504. Result ID: 698eaefeffc3901de09fc37f. [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 Initial AUC: 0.6459. Result ID: 698eaefeffc3901de09fc380. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"All features (submitted version)"}. This record does not assert independent reproduction. ### LINE Initial AUC: 0.6425. Result ID: 698eaefeffc3901de09fc37a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AntGraph (Ablation) Initial AUC: 0.6399. Result ID: 698eaefeffc3901de09fc37c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"raw input data + LINE embedding"}. This record does not assert independent reproduction. ### TransE Initial AUC: 0.6389. Result ID: 698eaefeffc3901de09fc377. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AntGraph (Ablation) Initial AUC: 0.6368. Result ID: 698eaefeffc3901de09fc37e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"raw input data + LINE embedding + Subgraph features"}. This record does not assert independent reproduction. ### Complex Initial AUC: 0.6359. Result ID: 698eaefeffc3901de09fc379. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RotatE Initial AUC: 0.6323. Result ID: 698eaefeffc3901de09fc378. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AntGraph (Ablation) Initial AUC: 0.5861. Result ID: 698eaefeffc3901de09fc37d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"raw input data + Subgraph features"}. This record does not assert independent reproduction. ### catboost Initial AUC: 0.5545. Result ID: 698eaefeffc3901de09fc37b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Features":"raw input data"}. This record does not assert independent reproduction. ### DeepWalk Initial AUC: 0.5246. Result ID: 698eaefeffc3901de09fc376. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### baseline Initial AUC: 0.51. Result ID: 698eaefeffc3901de09fc375. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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