# Transductive Future Edge Prediction on Wikipedia DyGLib (test) Source: [Transductive Future Edge Prediction on Wikipedia DyGLib (test)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:18:35.598Z Evaluation of transductive future edge prediction performance on the test split of the Wikipedia DyGLib dataset, measured using ROC-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 | transductive future edge prediction | | Dataset (including any stated split) | Wikipedia DyGLib (test) | | Metric | ROC-AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [ROC-AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROC-AUC | Result date | Report paper | | --- | --- | --- | --- | | FREEDYG + FLASH | 98.82 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + FLASH | 98.62 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + Trunc. | 98.48 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + Uni. | 98.39 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + NLB | 98.23 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + Uni. | 98.12 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + Trunc. | 98.11 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + NLB | 98.09 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + TASER | 98.07 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + FLASH | 97.67 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + TASER | 97.49 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + FLASH | 97.08 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + Trunc. | 96 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + Uni. | 95.95 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + Trunc. | 95.76 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + NLB | 95.72 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + NLB | 94.61 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + TASER | 94.15 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + FLASH | 93.36 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + Trunc. | 92.8 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + TASER | 92.53 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + NLB | 89.92 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + Uni. | 74.98 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + TASER | 64.76 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + Uni. | 60.97 | Not recorded | 68fa77ee1e209131cea761d0 | ### FREEDYG + FLASH ROC-AUC: 98.82. Result ID: 6a4ca82e60b88bb339c75c79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"FLASH","Base Model":"FREEDYG","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### TGN + FLASH ROC-AUC: 98.62. Result ID: 6a4ca82d60b88bb339c75c6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"FLASH","Base Model":"TGN","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### TGN + Trunc. ROC-AUC: 98.48. Result ID: 6a4ca82d60b88bb339c75c66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"Truncated","Base Model":"TGN","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### TGN + Uni. ROC-AUC: 98.39. Result ID: 6a4ca82d60b88bb339c75c67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"Uniform","Base Model":"TGN","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### TGN + NLB ROC-AUC: 98.23. Result ID: 6a4ca82d60b88bb339c75c68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"NLB","Base Model":"TGN","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### FREEDYG + Uni. ROC-AUC: 98.12. Result ID: 6a4ca82e60b88bb339c75c76. [Reporting paper]() Recorded evaluation configuration: {"Sampling Strategy":"Uniform","Base Model":"FREEDYG","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### FREEDYG + Trunc. ROC-AUC: 98.11. Result ID: 6a4ca82e60b88bb339c75c75. [Reporting paper]() Recorded evaluation configuration: {"Sampling Strategy":"Truncated","Base Model":"FREEDYG","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### FREEDYG + NLB ROC-AUC: 98.09. Result ID: 6a4ca82e60b88bb339c75c77. [Reporting paper]() Recorded evaluation configuration: {"Sampling Strategy":"NLB","Base Model":"FREEDYG","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### TGN + TASER ROC-AUC: 98.07. Result ID: 6a4ca82d60b88bb339c75c69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"TASER","Base Model":"TGN","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### DYGFORMER + FLASH ROC-AUC: 97.67. Result ID: 6a4ca82e60b88bb339c75c74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"FLASH","Base Model":"DYGFORMER","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### FREEDYG + TASER ROC-AUC: 97.49. Result ID: 6a4ca82e60b88bb339c75c78. [Reporting paper]() Recorded evaluation configuration: {"Sampling Strategy":"TASER","Base Model":"FREEDYG","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### GRAPHMIXER + FLASH ROC-AUC: 97.08. Result ID: 6a4ca82d60b88bb339c75c6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"FLASH","Base Model":"GRAPHMIXER","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### DYGFORMER + Trunc. ROC-AUC: 96. Result ID: 6a4ca82d60b88bb339c75c70. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sampling Strategy":"Truncated","Base Model":"DYGFORMER","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### DYGFORMER + Uni. ROC-AUC: 95.95. Result ID: 6a4ca82d60b88bb339c75c71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sampling Strategy":"Uniform","Base Model":"DYGFORMER","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### GRAPHMIXER + Trunc. ROC-AUC: 95.76. Result ID: 6a4ca82d60b88bb339c75c6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"Truncated","Base Model":"GRAPHMIXER","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### DYGFORMER + NLB ROC-AUC: 95.72. Result ID: 6a4ca82e60b88bb339c75c72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sampling Strategy":"NLB","Base Model":"DYGFORMER","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### GRAPHMIXER + NLB ROC-AUC: 94.61. Result ID: 6a4ca82d60b88bb339c75c6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"NLB","Base Model":"GRAPHMIXER","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### DYGFORMER + TASER ROC-AUC: 94.15. Result ID: 6a4ca82e60b88bb339c75c73. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sampling Strategy":"TASER","Base Model":"DYGFORMER","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### TGAT + FLASH ROC-AUC: 93.36. Result ID: 6a4ca82d60b88bb339c75c65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"FLASH","Base Model":"TGAT","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### TGAT + Trunc. ROC-AUC: 92.8. Result ID: 6a4ca82d60b88bb339c75c61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"Truncated","Base Model":"TGAT","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### GRAPHMIXER + TASER ROC-AUC: 92.53. Result ID: 6a4ca82d60b88bb339c75c6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"TASER","Base Model":"GRAPHMIXER","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### TGAT + NLB ROC-AUC: 89.92. Result ID: 6a4ca82d60b88bb339c75c63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"NLB","Base Model":"TGAT","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### GRAPHMIXER + Uni. ROC-AUC: 74.98. Result ID: 6a4ca82d60b88bb339c75c6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"Uniform","Base Model":"GRAPHMIXER","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### TGAT + TASER ROC-AUC: 64.76. Result ID: 6a4ca82d60b88bb339c75c64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"TASER","Base Model":"TGAT","Historical Neighbors":"2"}. This record does not assert independent reproduction. ### TGAT + Uni. ROC-AUC: 60.97. Result ID: 6a4ca82d60b88bb339c75c62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling Strategy":"Uniform","Base Model":"TGAT","Historical Neighbors":"2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.