# Transductive future link prediction on SocialEvol. Source: [Transductive future link prediction on SocialEvol.]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:18:35.907Z Evaluation of transductive future link prediction performance on the SocialEvol. 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 | Transductive future link prediction | | Dataset (including any stated split) | SocialEvol. | | Metric | AP | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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: SCALAR. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | DyG2Vec | 0.987 | Not recorded | 68fa71d01e209131cea53193 | | DyG2Vec | 0.978 | Not recorded | 68fa71d01e209131cea53193 | | TGN | 0.966 | Not recorded | 68fa71d01e209131cea53193 | | CaW | 0.947 | Not recorded | 68fa71d01e209131cea53193 | | NAT | 0.944 | Not recorded | 68fa71d01e209131cea53193 | | FREEDYG + FLASH | 0.9362 | Not recorded | 68fa77ee1e209131cea761d0 | | GraphMixer | 0.935 | Not recorded | 68fa71d01e209131cea53193 | | TGN + FLASH | 0.9343 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + FLASH | 0.9284 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + FLASH | 0.9241 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + TASER | 0.9224 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + FLASH | 0.9217 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + Trunc. | 0.9163 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + NLB | 0.9119 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + Trunc. | 0.9088 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + TASER | 0.9084 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + NLB | 0.904 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + TASER | 0.9009 | Not recorded | 68fa77ee1e209131cea761d0 | | FREEDYG + Uni. | 0.8916 | Not recorded | 68fa77ee1e209131cea761d0 | | DyRep | 0.885 | Not recorded | 68fa71d01e209131cea53193 | | GRAPHMIXER + TASER | 0.8757 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + Trunc. | 0.8709 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + Trunc. | 0.8573 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + Uni. | 0.8571 | Not recorded | 68fa77ee1e209131cea761d0 | | GRAPHMIXER + NLB | 0.8566 | Not recorded | 68fa77ee1e209131cea761d0 | | DYGFORMER + NLB | 0.854 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + Trunc. | 0.8536 | Not recorded | 68fa77ee1e209131cea761d0 | | JODIE | 0.847 | Not recorded | 68fa71d01e209131cea53193 | | TGAT + NLB | 0.8319 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + TASER | 0.704 | Not recorded | 68fa77ee1e209131cea761d0 | | TGN + Uni. | 0.6552 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT | 0.631 | Not recorded | 68fa71d01e209131cea53193 | | GRAPHMIXER + Uni. | 0.5569 | Not recorded | 68fa77ee1e209131cea761d0 | | TGAT + Uni. | 0.5322 | Not recorded | 68fa77ee1e209131cea761d0 | ### DyG2Vec AP: 0.987. Result ID: 6991e6013a6c3148490b4cf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"split\_setting":"Transductive","pre-training":false}. This record does not assert independent reproduction. ### DyG2Vec AP: 0.978. Result ID: 6991e6003a6c3148490b4cc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGN AP: 0.966. Result ID: 6991e6013a6c3148490b4cef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"split\_setting":"Transductive"}. This record does not assert independent reproduction. ### CaW AP: 0.947. Result ID: 6991e6013a6c3148490b4cf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"split\_setting":"Transductive"}. This record does not assert independent reproduction. ### NAT AP: 0.944. Result ID: 6991e6013a6c3148490b4cf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"split\_setting":"Transductive"}. This record does not assert independent reproduction. ### FREEDYG + FLASH AP: 0.9362. Result ID: 6a4ca82e60b88bb339c75d8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"FREEDYG","Neighborhood Sampling Strategy":"FLASH","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### GraphMixer AP: 0.935. Result ID: 6991e6003a6c3148490b4cc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGN + FLASH AP: 0.9343. Result ID: 6a4ca82e60b88bb339c75d7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"TGN","Neighborhood Sampling Strategy":"FLASH","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### GRAPHMIXER + FLASH AP: 0.9284. Result ID: 6a4ca82e60b88bb339c75d82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"GRAPHMIXER","Neighborhood Sampling Strategy":"FLASH","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### DYGFORMER + FLASH AP: 0.9241. Result ID: 6a4ca82e60b88bb339c75d87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"DYGFORMER","Neighborhood Sampling Strategy":"FLASH","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### TGN + TASER AP: 0.9224. Result ID: 6a4ca82e60b88bb339c75d7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"TGN","Neighborhood Sampling Strategy":"TASER","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### TGAT + FLASH AP: 0.9217. Result ID: 6a4ca82e60b88bb339c75d78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"TGAT","Neighborhood Sampling Strategy":"FLASH","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### TGN + Trunc. AP: 0.9163. Result ID: 6a4ca82e60b88bb339c75d79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"TGN","Neighborhood Sampling Strategy":"Trunc.","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### TGN + NLB AP: 0.9119. Result ID: 6a4ca82e60b88bb339c75d7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"TGN","Neighborhood Sampling Strategy":"NLB","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### FREEDYG + Trunc. AP: 0.9088. Result ID: 6a4ca82e60b88bb339c75d88. [Reporting paper]() Recorded evaluation configuration: {"Base TGNN Model":"FREEDYG","Neighborhood Sampling Strategy":"Trunc.","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### FREEDYG + TASER AP: 0.9084. Result ID: 6a4ca82e60b88bb339c75d8b. [Reporting paper]() Recorded evaluation configuration: {"Base TGNN Model":"FREEDYG","Neighborhood Sampling Strategy":"TASER","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### FREEDYG + NLB AP: 0.904. Result ID: 6a4ca82e60b88bb339c75d8a. [Reporting paper]() Recorded evaluation configuration: {"Base TGNN Model":"FREEDYG","Neighborhood Sampling Strategy":"NLB","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### DYGFORMER + TASER AP: 0.9009. Result ID: 6a4ca82e60b88bb339c75d86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base TGNN Model":"DYGFORMER","Neighborhood Sampling Strategy":"TASER","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### FREEDYG + Uni. AP: 0.8916. Result ID: 6a4ca82e60b88bb339c75d89. [Reporting paper]() Recorded evaluation configuration: {"Base TGNN Model":"FREEDYG","Neighborhood Sampling Strategy":"Uni.","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### DyRep AP: 0.885. Result ID: 6991e6013a6c3148490b4ced. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"split\_setting":"Transductive"}. This record does not assert independent reproduction. ### GRAPHMIXER + TASER AP: 0.8757. Result ID: 6a4ca82e60b88bb339c75d81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"GRAPHMIXER","Neighborhood Sampling Strategy":"TASER","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### GRAPHMIXER + Trunc. AP: 0.8709. Result ID: 6a4ca82e60b88bb339c75d7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"GRAPHMIXER","Neighborhood Sampling Strategy":"Trunc.","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### DYGFORMER + Trunc. AP: 0.8573. Result ID: 6a4ca82e60b88bb339c75d83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base TGNN Model":"DYGFORMER","Neighborhood Sampling Strategy":"Trunc.","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### DYGFORMER + Uni. AP: 0.8571. Result ID: 6a4ca82e60b88bb339c75d84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base TGNN Model":"DYGFORMER","Neighborhood Sampling Strategy":"Uni.","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### GRAPHMIXER + NLB AP: 0.8566. Result ID: 6a4ca82e60b88bb339c75d80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"GRAPHMIXER","Neighborhood Sampling Strategy":"NLB","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### DYGFORMER + NLB AP: 0.854. Result ID: 6a4ca82e60b88bb339c75d85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base TGNN Model":"DYGFORMER","Neighborhood Sampling Strategy":"NLB","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### TGAT + Trunc. AP: 0.8536. Result ID: 6a4ca82e60b88bb339c75d74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"TGAT","Neighborhood Sampling Strategy":"Trunc.","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### JODIE AP: 0.847. Result ID: 6991e6013a6c3148490b4cec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"split\_setting":"Transductive"}. This record does not assert independent reproduction. ### TGAT + NLB AP: 0.8319. Result ID: 6a4ca82e60b88bb339c75d76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"TGAT","Neighborhood Sampling Strategy":"NLB","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### TGAT + TASER AP: 0.704. Result ID: 6a4ca82e60b88bb339c75d77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"TGAT","Neighborhood Sampling Strategy":"TASER","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### TGN + Uni. AP: 0.6552. Result ID: 6a4ca82e60b88bb339c75d7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"TGN","Neighborhood Sampling Strategy":"Uni.","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### TGAT AP: 0.631. Result ID: 6991e6013a6c3148490b4cee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"split\_setting":"Transductive"}. This record does not assert independent reproduction. ### GRAPHMIXER + Uni. AP: 0.5569. Result ID: 6a4ca82e60b88bb339c75d7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"GRAPHMIXER","Neighborhood Sampling Strategy":"Uni.","Number of historical neighbors":"2"}. This record does not assert independent reproduction. ### TGAT + Uni. AP: 0.5322. Result ID: 6a4ca82e60b88bb339c75d75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base TGNN Model":"TGAT","Neighborhood Sampling Strategy":"Uni.","Number of historical neighbors":"2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.