# Future Edge Prediction on WIKIPEDIA DyGLib (inductive) Source: [Future Edge Prediction on WIKIPEDIA DyGLib (inductive)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:18:35.471Z Evaluation of Future Edge Prediction performance on the inductive setting of the WIKIPEDIA DyGLib dataset, measured using 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 | Future Edge Prediction | | Dataset (including any stated split) | WIKIPEDIA DyGLib (inductive) | | Metric | AP | | 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 - [AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | FreeDyG + FLASH | 98.59 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + FLASH | 98.08 | Not recorded | 68fa77ee1e209131cea761d0 | | FreeDyG + Truncation | 98.03 | Not recorded | 68fa77ee1e209131cea761d0 | | FreeDyG + Uniform | 98.01 | Not recorded | 68fa77ee1e209131cea761d0 | | FreeDyG + NLB | 97.99 | Not recorded | 68fa77ee1e209131cea761d0 | | DyGFormer + FLASH | 97.91 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + Truncation | 97.84 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + Uniform | 97.82 | Not recorded | 68fa77ee1e209131cea761d0 | | FreeDyG + TASER | 97.67 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + NLB | 97.61 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + TASER | 97.39 | Not recorded | 68fa77ee1e209131cea761d0 | | GraphMixer + FLASH | 97.06 | Not recorded | 68fa77ee1e209131cea761d0 | | DyGFormer + Truncation | 97.02 | Not recorded | 68fa77ee1e209131cea761d0 | | DyGFormer + Uniform | 97.01 | Not recorded | 68fa77ee1e209131cea761d0 | | DyGFormer + NLB | 96.86 | Not recorded | 68fa77ee1e209131cea761d0 | | GraphMixer + Truncation | 95.8 | Not recorded | 68fa77ee1e209131cea761d0 | | DyGFormer + TASER | 95.7 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + FLASH | 94.7 | Not recorded | 68fa77ee1e209131cea761d0 | | GraphMixer + NLB | 94.34 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + Truncation | 94.26 | Not recorded | 68fa77ee1e209131cea761d0 | | GraphMixer + TASER | 92.42 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + NLB | 91.46 | Not recorded | 68fa77ee1e209131cea761d0 | | GraphMixer + Uniform | 78.72 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + TASER | 67.62 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + Uniform | 62.77 | Not recorded | 68fa77ee1e209131cea761d0 | ### FreeDyG + FLASH AP: 98.59. Result ID: 6a4ca82d60b88bb339c75ab9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"FreeDyG","Sampling Strategy":"FLASH","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGN + FLASH AP: 98.08. Result ID: 6a4ca82d60b88bb339c75aaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGN","Sampling Strategy":"FLASH","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### FreeDyG + Truncation AP: 98.03. Result ID: 6a4ca82d60b88bb339c75ab5. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"FreeDyG","Sampling Strategy":"Truncation","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### FreeDyG + Uniform AP: 98.01. Result ID: 6a4ca82d60b88bb339c75ab6. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"FreeDyG","Sampling Strategy":"Uniform","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### FreeDyG + NLB AP: 97.99. Result ID: 6a4ca82d60b88bb339c75ab7. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"FreeDyG","Sampling Strategy":"NLB","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### DyGFormer + FLASH AP: 97.91. Result ID: 6a4ca82d60b88bb339c75ab4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"DyGFormer","Sampling Strategy":"FLASH","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGN + Truncation AP: 97.84. Result ID: 6a4ca82d60b88bb339c75aa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGN","Sampling Strategy":"Truncation","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGN + Uniform AP: 97.82. Result ID: 6a4ca82d60b88bb339c75aa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGN","Sampling Strategy":"Uniform","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### FreeDyG + TASER AP: 97.67. Result ID: 6a4ca82d60b88bb339c75ab8. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"FreeDyG","Sampling Strategy":"TASER","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGN + NLB AP: 97.61. Result ID: 6a4ca82d60b88bb339c75aa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGN","Sampling Strategy":"NLB","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGN + TASER AP: 97.39. Result ID: 6a4ca82d60b88bb339c75aa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGN","Sampling Strategy":"TASER","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### GraphMixer + FLASH AP: 97.06. Result ID: 6a4ca82d60b88bb339c75aaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GraphMixer","Sampling Strategy":"FLASH","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### DyGFormer + Truncation AP: 97.02. Result ID: 6a4ca82d60b88bb339c75ab0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"DyGFormer","Sampling Strategy":"Truncation","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### DyGFormer + Uniform AP: 97.01. Result ID: 6a4ca82d60b88bb339c75ab1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"DyGFormer","Sampling Strategy":"Uniform","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### DyGFormer + NLB AP: 96.86. Result ID: 6a4ca82d60b88bb339c75ab2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"DyGFormer","Sampling Strategy":"NLB","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### GraphMixer + Truncation AP: 95.8. Result ID: 6a4ca82d60b88bb339c75aab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GraphMixer","Sampling Strategy":"Truncation","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### DyGFormer + TASER AP: 95.7. Result ID: 6a4ca82d60b88bb339c75ab3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"DyGFormer","Sampling Strategy":"TASER","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGAT + FLASH AP: 94.7. Result ID: 6a4ca82d60b88bb339c75aa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGAT","Sampling Strategy":"FLASH","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### GraphMixer + NLB AP: 94.34. Result ID: 6a4ca82d60b88bb339c75aad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GraphMixer","Sampling Strategy":"NLB","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGAT + Truncation AP: 94.26. Result ID: 6a4ca82d60b88bb339c75aa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGAT","Sampling Strategy":"Truncation","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### GraphMixer + TASER AP: 92.42. Result ID: 6a4ca82d60b88bb339c75aae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GraphMixer","Sampling Strategy":"TASER","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGAT + NLB AP: 91.46. Result ID: 6a4ca82d60b88bb339c75aa3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGAT","Sampling Strategy":"NLB","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### GraphMixer + Uniform AP: 78.72. Result ID: 6a4ca82d60b88bb339c75aac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"GraphMixer","Sampling Strategy":"Uniform","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGAT + TASER AP: 67.62. Result ID: 6a4ca82d60b88bb339c75aa4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGAT","Sampling Strategy":"TASER","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. ### TGAT + Uniform AP: 62.77. Result ID: 6a4ca82d60b88bb339c75aa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"TGAT","Sampling Strategy":"Uniform","Number of historical neighbors":"2","Evaluation Setting":"inductive"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.