# Future edge prediction on UCI DyGLib (inductive) Source: [Future edge prediction on UCI DyGLib (inductive)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:18:35.368Z Evaluation of Future edge prediction performance on the inductive setting of the UCI 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 | Future edge prediction | | Dataset (including any stated split) | UCI DyGLib (inductive) | | Metric | ROC-AUC | | Unit | SCALAR | | 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: SCALAR. ## Recorded results | Method | ROC-AUC | Result date | Report paper | | --- | --- | --- | --- | | FREEDYG + FLASH | 0.9349 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + Trunc. | 0.9281 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + NLB | 0.9281 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + FLASH | 0.917 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + TASER | 0.907 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + Trunc. | 0.9042 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + Uni. | 0.9001 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + FLASH | 0.898 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + Trunc. | 0.8941 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + NLB | 0.893 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + FLASH | 0.8905 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + NLB | 0.8799 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + Trunc. | 0.8753 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + TASER | 0.8703 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + TASER | 0.8692 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + NLB | 0.8689 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + TASER | 0.8654 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + Uni. | 0.8065 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + Uni. | 0.804 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + FLASH | 0.7776 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + Trunc. | 0.7688 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + NLB | 0.7582 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + Uni. | 0.6934 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + TASER | 0.6775 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + Uni. | 0.6344 | Not recorded | 68fa77ee1e209131cea761d0 | ### FREEDYG + FLASH ROC-AUC: 0.9349. Result ID: 6a4ca82d60b88bb339c759f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"FreeDyG","Sampling Method":"FLASH","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG + Trunc. ROC-AUC: 0.9281. Result ID: 6a4ca82d60b88bb339c759ef. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"FreeDyG","Sampling Method":"Trunc.","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG + NLB ROC-AUC: 0.9281. Result ID: 6a4ca82d60b88bb339c759f1. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"FreeDyG","Sampling Method":"NLB","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER + FLASH ROC-AUC: 0.917. Result ID: 6a4ca82d60b88bb339c759ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DyGFormer","Sampling Method":"FLASH","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG + TASER ROC-AUC: 0.907. Result ID: 6a4ca82d60b88bb339c759f2. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"FreeDyG","Sampling Method":"TASER","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER + Trunc. ROC-AUC: 0.9042. Result ID: 6a4ca82d60b88bb339c759ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"DyGFormer","Sampling Method":"Trunc.","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER + Uni. ROC-AUC: 0.9001. Result ID: 6a4ca82d60b88bb339c759eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"DyGFormer","Sampling Method":"Uni.","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### TGN + FLASH ROC-AUC: 0.898. Result ID: 6a4ca82d60b88bb339c759e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGN","Sampling Method":"FLASH","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER + Trunc. ROC-AUC: 0.8941. Result ID: 6a4ca82d60b88bb339c759e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GraphMixer","Sampling Method":"Trunc.","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER + NLB ROC-AUC: 0.893. Result ID: 6a4ca82d60b88bb339c759ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"DyGFormer","Sampling Method":"NLB","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER + FLASH ROC-AUC: 0.8905. Result ID: 6a4ca82d60b88bb339c759e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GraphMixer","Sampling Method":"FLASH","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER + NLB ROC-AUC: 0.8799. Result ID: 6a4ca82d60b88bb339c759e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GraphMixer","Sampling Method":"NLB","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### TGN + Trunc. ROC-AUC: 0.8753. Result ID: 6a4ca82d60b88bb339c759e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGN","Sampling Method":"Trunc.","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### TGN + TASER ROC-AUC: 0.8703. Result ID: 6a4ca82d60b88bb339c759e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGN","Sampling Method":"TASER","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER + TASER ROC-AUC: 0.8692. Result ID: 6a4ca82d60b88bb339c759ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"DyGFormer","Sampling Method":"TASER","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### TGN + NLB ROC-AUC: 0.8689. Result ID: 6a4ca82d60b88bb339c759e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGN","Sampling Method":"NLB","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER + TASER ROC-AUC: 0.8654. Result ID: 6a4ca82d60b88bb339c759e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GraphMixer","Sampling Method":"TASER","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG + Uni. ROC-AUC: 0.8065. Result ID: 6a4ca82d60b88bb339c759f0. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"FreeDyG","Sampling Method":"Uni.","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### TGN + Uni. ROC-AUC: 0.804. Result ID: 6a4ca82d60b88bb339c759e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGN","Sampling Method":"Uni.","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### TGAT + FLASH ROC-AUC: 0.7776. Result ID: 6a4ca82d60b88bb339c759df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGAT","Sampling Method":"FLASH","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### TGAT + Trunc. ROC-AUC: 0.7688. Result ID: 6a4ca82d60b88bb339c759db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGAT","Sampling Method":"Trunc.","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### TGAT + NLB ROC-AUC: 0.7582. Result ID: 6a4ca82d60b88bb339c759dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGAT","Sampling Method":"NLB","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER + Uni. ROC-AUC: 0.6934. Result ID: 6a4ca82d60b88bb339c759e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GraphMixer","Sampling Method":"Uni.","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### TGAT + TASER ROC-AUC: 0.6775. Result ID: 6a4ca82d60b88bb339c759de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGAT","Sampling Method":"TASER","Historical Neighbors":"4"}. This record does not assert independent reproduction. ### TGAT + Uni. ROC-AUC: 0.6344. Result ID: 6a4ca82d60b88bb339c759dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGAT","Sampling Method":"Uni.","Historical Neighbors":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.