# Future edge prediction on Social Evo DyGLib (transductive) Source: [Future edge prediction on Social Evo DyGLib (transductive)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:18:35.711Z Evaluation of Future edge prediction performance on the transductive setting of the Social Evo DyGLib dataset, measured using Average Precision (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) | Social Evo DyGLib (transductive) | | 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 | 93.97 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER | 93.74 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER | 93.52 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN | 93.46 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG | 93.31 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER | 92.94 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER | 92.93 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN | 92.92 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER | 92.88 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG | 92.88 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG | 92.65 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN | 92.5 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER | 92.31 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT | 92.26 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN | 91.47 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER | 90.3 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER | 89.57 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT | 89.05 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER | 88.75 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT | 86.06 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG | 75.26 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT | 74.75 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN | 72.2 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT | 57 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER | 56.84 | Not recorded | 68fa77ee1e209131cea761d0 | ### FREEDYG AP: 93.97. Result ID: 6a4ca82e60b88bb339c75e3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"FLASH","Historical neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER AP: 93.74. Result ID: 6a4ca82e60b88bb339c75e35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"FLASH","Historical neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER AP: 93.52. Result ID: 6a4ca82e60b88bb339c75e30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"FLASH","Historical neighbors":"4"}. This record does not assert independent reproduction. ### TGN AP: 93.46. Result ID: 6a4ca82e60b88bb339c75e2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"FLASH","Historical neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG AP: 93.31. Result ID: 6a4ca82e60b88bb339c75e36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"Trunc.","Historical neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER AP: 92.94. Result ID: 6a4ca82e60b88bb339c75e32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"Uni.","Historical neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER AP: 92.93. Result ID: 6a4ca82e60b88bb339c75e31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"Trunc.","Historical neighbors":"4"}. This record does not assert independent reproduction. ### TGN AP: 92.92. Result ID: 6a4ca82e60b88bb339c75e2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"TASER","Historical neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER AP: 92.88. Result ID: 6a4ca82e60b88bb339c75e34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"TASER","Historical neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG AP: 92.88. Result ID: 6a4ca82e60b88bb339c75e38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"NLB","Historical neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG AP: 92.65. Result ID: 6a4ca82e60b88bb339c75e39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"TASER","Historical neighbors":"4"}. This record does not assert independent reproduction. ### TGN AP: 92.5. Result ID: 6a4ca82e60b88bb339c75e27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"Trunc.","Historical neighbors":"4"}. This record does not assert independent reproduction. ### DYGFORMER AP: 92.31. Result ID: 6a4ca82e60b88bb339c75e33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"NLB","Historical neighbors":"4"}. This record does not assert independent reproduction. ### TGAT AP: 92.26. Result ID: 6a4ca82e60b88bb339c75e26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"FLASH","Historical neighbors":"4"}. This record does not assert independent reproduction. ### TGN AP: 91.47. Result ID: 6a4ca82e60b88bb339c75e29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"NLB","Historical neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER AP: 90.3. Result ID: 6a4ca82e60b88bb339c75e2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"Trunc.","Historical neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER AP: 89.57. Result ID: 6a4ca82e60b88bb339c75e2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"TASER","Historical neighbors":"4"}. This record does not assert independent reproduction. ### TGAT AP: 89.05. Result ID: 6a4ca82e60b88bb339c75e22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"Trunc.","Historical neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER AP: 88.75. Result ID: 6a4ca82e60b88bb339c75e2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"NLB","Historical neighbors":"4"}. This record does not assert independent reproduction. ### TGAT AP: 86.06. Result ID: 6a4ca82e60b88bb339c75e24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"NLB","Historical neighbors":"4"}. This record does not assert independent reproduction. ### FREEDYG AP: 75.26. Result ID: 6a4ca82e60b88bb339c75e37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"Uni.","Historical neighbors":"4"}. This record does not assert independent reproduction. ### TGAT AP: 74.75. Result ID: 6a4ca82e60b88bb339c75e25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"TASER","Historical neighbors":"4"}. This record does not assert independent reproduction. ### TGN AP: 72.2. Result ID: 6a4ca82e60b88bb339c75e28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"Uni.","Historical neighbors":"4"}. This record does not assert independent reproduction. ### TGAT AP: 57. Result ID: 6a4ca82e60b88bb339c75e23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sampling method":"Uni.","Historical neighbors":"4"}. This record does not assert independent reproduction. ### GRAPHMIXER AP: 56.84. Result ID: 6a4ca82e60b88bb339c75e2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"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.