# Inductive Dynamic Link Prediction on Social Evo. Source: [Inductive Dynamic Link Prediction on Social Evo.]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:38:36.967Z Evaluation of inductive dynamic link prediction performance on the Social Evo. dataset, reporting AUC-ROC. 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 | Inductive dynamic link prediction | | Dataset (including any stated split) | Social Evo. | | Metric | AUC-ROC | | Unit | PERCENT | | 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 - [AUC-ROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | CTDG-SSM | 98.6 | Not recorded | 6a210700c10484bac23f0788 | | FreeDyG | 96.94 | Not recorded | 69a90e162d603e6de3e408da | | DyGFormer | 96.91 | Not recorded | 69a90e162d603e6de3e408da | | DyGFormer | 96.91 | Not recorded | 69a90e162d603e6de3e408da | | FreeDyG | 96.79 | Not recorded | 69a90e162d603e6de3e408da | | TFWaveFormer | 96.52 | Not recorded | 69a90e162d603e6de3e408da | | TFWaveFormer | 96.52 | Not recorded | 69a90e162d603e6de3e408da | | DSRD | 95.29 | Not recorded | 6a191d79dbd7150506f826ff | | DSRD | 95.27 | Not recorded | 6a191d79dbd7150506f826ff | | GraphMixer | 93.62 | Not recorded | 69a90e162d603e6de3e408da | | GraphMixer | 93.62 | Not recorded | 69a90e162d603e6de3e408da | | TCL | 93.28 | Not recorded | 69a90e162d603e6de3e408da | | TCL | 93.28 | Not recorded | 69a90e162d603e6de3e408da | | DyGmamba | 93.13 | Not recorded | 6a210700c10484bac23f0788 | | DyGFormer | 93.05 | Not recorded | 6a210700c10484bac23f0788 | | TCL | 92.51 | Not recorded | 6a210700c10484bac23f0788 | | TGN | 92.1 | Not recorded | 69a90e162d603e6de3e408da | | TGN | 92.1 | Not recorded | 69a90e162d603e6de3e408da | | GraphMixer | 91.89 | Not recorded | 6a210700c10484bac23f0788 | | TGAT | 91.88 | Not recorded | 69a90e162d603e6de3e408da | | TGAT | 91.87 | Not recorded | 69a90e162d603e6de3e408da | | JODIE | 91.72 | Not recorded | 6a210700c10484bac23f0788 | | DSRD | 91.64 | Not recorded | 6a191d79dbd7150506f826ff | | TGAT | 91.47 | Not recorded | 6a210700c10484bac23f0788 | | TGN | 90.74 | Not recorded | 6a210700c10484bac23f0788 | | DyRep | 89.1 | Not recorded | 6a210700c10484bac23f0788 | | JODIE | 88.53 | Not recorded | 69a90e162d603e6de3e408da | | JODIE | 88.53 | Not recorded | 69a90e162d603e6de3e408da | | DyRep | 87.93 | Not recorded | 69a90e162d603e6de3e408da | | DyRep | 87.93 | Not recorded | 69a90e162d603e6de3e408da | | CAWN | 83.54 | Not recorded | 69a90e162d603e6de3e408da | | CAWN | 83.54 | Not recorded | 69a90e162d603e6de3e408da | | NAT | 82.12 | Not recorded | 6a191d79dbd7150506f826ff | | CAWN | 79.83 | Not recorded | 6a210700c10484bac23f0788 | ### CTDG-SSM AUC-ROC: 98.6. Result ID: 6a2171b1fbc373592c1ea2d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Inductive","Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### FreeDyG AUC-ROC: 96.94. Result ID: 69a947fe6dbb7075b952f013. [Reporting paper]() Recorded evaluation configuration: {"NSS":"hist"}. This record does not assert independent reproduction. ### DyGFormer AUC-ROC: 96.91. Result ID: 69a947fe6dbb7075b952f014. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NSS":"hist"}. This record does not assert independent reproduction. ### DyGFormer AUC-ROC: 96.91. Result ID: 69a947fe6dbb7075b952f01e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### FreeDyG AUC-ROC: 96.79. Result ID: 69a947fe6dbb7075b952f01d. [Reporting paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### TFWaveFormer AUC-ROC: 96.52. Result ID: 69a947fe6dbb7075b952f015. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"hist"}. This record does not assert independent reproduction. ### TFWaveFormer AUC-ROC: 96.52. Result ID: 69a947fe6dbb7075b952f01f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### DSRD AUC-ROC: 95.29. Result ID: 6a195483fbc373592c13d097. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"historical"}. This record does not assert independent reproduction. ### DSRD AUC-ROC: 95.27. Result ID: 6a195483fbc373592c13d098. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"inductive"}. This record does not assert independent reproduction. ### GraphMixer AUC-ROC: 93.62. Result ID: 69a947fe6dbb7075b952f012. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"hist"}. This record does not assert independent reproduction. ### GraphMixer AUC-ROC: 93.62. Result ID: 69a947fe6dbb7075b952f01c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### TCL AUC-ROC: 93.28. Result ID: 69a947fe6dbb7075b952f011. [Reporting paper]() Recorded evaluation configuration: {"NSS":"hist"}. This record does not assert independent reproduction. ### TCL AUC-ROC: 93.28. Result ID: 69a947fe6dbb7075b952f01b. [Reporting paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### DyGmamba AUC-ROC: 93.13. Result ID: 6a2171b1fbc373592c1ea2d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Inductive","Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### DyGFormer AUC-ROC: 93.05. Result ID: 6a2171b1fbc373592c1ea2cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setup":"Inductive","Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### TCL AUC-ROC: 92.51. Result ID: 6a2171b1fbc373592c1ea2cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Inductive","Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### TGN AUC-ROC: 92.1. Result ID: 69a947fe6dbb7075b952f00f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"hist"}. This record does not assert independent reproduction. ### TGN AUC-ROC: 92.1. Result ID: 69a947fe6dbb7075b952f019. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### GraphMixer AUC-ROC: 91.89. Result ID: 6a2171b1fbc373592c1ea2ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Inductive","Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### TGAT AUC-ROC: 91.88. Result ID: 69a947fe6dbb7075b952f018. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### TGAT AUC-ROC: 91.87. Result ID: 69a947fe6dbb7075b952f00e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"hist"}. This record does not assert independent reproduction. ### JODIE AUC-ROC: 91.72. Result ID: 6a2171b1fbc373592c1ea2c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Inductive","Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### DSRD AUC-ROC: 91.64. Result ID: 6a195483fbc373592c13d096. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### TGAT AUC-ROC: 91.47. Result ID: 6a2171b1fbc373592c1ea2ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Inductive","Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### TGN AUC-ROC: 90.74. Result ID: 6a2171b1fbc373592c1ea2cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Inductive","Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### DyRep AUC-ROC: 89.1. Result ID: 6a2171b1fbc373592c1ea2c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Inductive","Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### JODIE AUC-ROC: 88.53. Result ID: 69a947fe6dbb7075b952f00c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"hist"}. This record does not assert independent reproduction. ### JODIE AUC-ROC: 88.53. Result ID: 69a947fe6dbb7075b952f016. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### DyRep AUC-ROC: 87.93. Result ID: 69a947fe6dbb7075b952f00d. [Reporting paper]() Recorded evaluation configuration: {"NSS":"hist"}. This record does not assert independent reproduction. ### DyRep AUC-ROC: 87.93. Result ID: 69a947fe6dbb7075b952f017. [Reporting paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### CAWN AUC-ROC: 83.54. Result ID: 69a947fe6dbb7075b952f010. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"hist"}. This record does not assert independent reproduction. ### CAWN AUC-ROC: 83.54. Result ID: 69a947fe6dbb7075b952f01a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### NAT AUC-ROC: 82.12. Result ID: 6a195483fbc373592c13d095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. ### CAWN AUC-ROC: 79.83. Result ID: 6a2171b1fbc373592c1ea2cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Inductive","Negative Sampling Strategy":"random"}. This record does not assert independent reproduction. Page 1 of 1. 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