# Inductive Dynamic Link Prediction on Social Evo. (AP) Source: [Inductive Dynamic Link Prediction on Social Evo. (AP)]() Collection index: [llms.txt]() Data updated: 2026-06-04T12:38:35.111Z Evaluation of inductive dynamic link prediction performance on the Social Evo. dataset, reporting 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 | Inductive Dynamic Link Prediction | | Dataset (including any stated split) | Social Evo. | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 | | --- | --- | --- | --- | | CTDG-SSM | 98.15 | Not recorded | 6a210700c10484bac23f0788 | | CTDG-SSM | 98.15 | Not recorded | 6a210700c10484bac23f0788 | | CTDG-SSM | 97.56 | Not recorded | 6a210700c10484bac23f0788 | | CTDG-SSM | 97.56 | Not recorded | 6a210700c10484bac23f0788 | | DyG-Mamba | 96.93 | Not recorded | 6a210700c10484bac23f0788 | | FreeDyG | 96.91 | Not recorded | 6a210700c10484bac23f0788 | | DyGmamba | 96.83 | Not recorded | 6a210700c10484bac23f0788 | | DyGFormer | 96.73 | Not recorded | 6a210700c10484bac23f0788 | | TCL | 95.94 | Not recorded | 6a210700c10484bac23f0788 | | FreeDyG | 94.76 | Not recorded | 6a210700c10484bac23f0788 | | GraphMixer | 94.56 | Not recorded | 6a210700c10484bac23f0788 | | TGAT | 94.24 | Not recorded | 6a210700c10484bac23f0788 | | DyG-Mamba | 93.23 | Not recorded | 6a210700c10484bac23f0788 | | DyGmamba | 93.13 | Not recorded | 6a210700c10484bac23f0788 | | DyGFormer | 93.05 | Not recorded | 6a210700c10484bac23f0788 | | TCL | 92.51 | Not recorded | 6a210700c10484bac23f0788 | | GraphMixer | 91.89 | Not recorded | 6a210700c10484bac23f0788 | | JODIE | 91.72 | Not recorded | 6a210700c10484bac23f0788 | | TGAT | 91.47 | Not recorded | 6a210700c10484bac23f0788 | | TGN | 90.74 | Not recorded | 6a210700c10484bac23f0788 | | TGN | 90.67 | Not recorded | 6a210700c10484bac23f0788 | | DyRep | 89.1 | Not recorded | 6a210700c10484bac23f0788 | | JODIE | 89.06 | Not recorded | 6a210700c10484bac23f0788 | | DyRep | 87.3 | Not recorded | 6a210700c10484bac23f0788 | | CAWN | 80.3 | Not recorded | 6a210700c10484bac23f0788 | | CAWN | 79.83 | Not recorded | 6a210700c10484bac23f0788 | ### CTDG-SSM AP: 98.15. Result ID: 6a2171b0fbc373592c1e9f6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"INS"}. This record does not assert independent reproduction. ### CTDG-SSM AP: 98.15. Result ID: 6a2171b1fbc373592c1ea19a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### CTDG-SSM AP: 97.56. Result ID: 6a2171b0fbc373592c1e9f64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"RNS"}. This record does not assert independent reproduction. ### CTDG-SSM AP: 97.56. Result ID: 6a2171b1fbc373592c1ea197. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"rnd"}. This record does not assert independent reproduction. ### DyG-Mamba AP: 96.93. Result ID: 6a2171b1fbc373592c1ea198. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### FreeDyG AP: 96.91. Result ID: 6a2171b1fbc373592c1ea199. [Reporting paper]() Recorded evaluation configuration: {"NSS":"ind"}. This record does not assert independent reproduction. ### DyGmamba AP: 96.83. Result ID: 6a2171b0fbc373592c1e9f6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"INS"}. This record does not assert independent reproduction. ### DyGFormer AP: 96.73. Result ID: 6a2171b0fbc373592c1e9f6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NSS":"INS"}. This record does not assert independent reproduction. ### TCL AP: 95.94. Result ID: 6a2171b0fbc373592c1e9f6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"INS"}. This record does not assert independent reproduction. ### FreeDyG AP: 94.76. Result ID: 6a2171b1fbc373592c1ea196. [Reporting paper]() Recorded evaluation configuration: {"NSS":"rnd"}. This record does not assert independent reproduction. ### GraphMixer AP: 94.56. Result ID: 6a2171b0fbc373592c1e9f6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"INS"}. This record does not assert independent reproduction. ### TGAT AP: 94.24. Result ID: 6a2171b0fbc373592c1e9f67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"INS"}. This record does not assert independent reproduction. ### DyG-Mamba AP: 93.23. Result ID: 6a2171b1fbc373592c1ea195. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"rnd"}. This record does not assert independent reproduction. ### DyGmamba AP: 93.13. Result ID: 6a2171b0fbc373592c1e9f63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"RNS"}. This record does not assert independent reproduction. ### DyGFormer AP: 93.05. Result ID: 6a2171b0fbc373592c1e9f62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NSS":"RNS"}. This record does not assert independent reproduction. ### TCL AP: 92.51. Result ID: 6a2171b0fbc373592c1e9f60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"RNS"}. This record does not assert independent reproduction. ### GraphMixer AP: 91.89. Result ID: 6a2171b0fbc373592c1e9f61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"RNS"}. This record does not assert independent reproduction. ### JODIE AP: 91.72. Result ID: 6a2171b0fbc373592c1e9f5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"RNS"}. This record does not assert independent reproduction. ### TGAT AP: 91.47. Result ID: 6a2171b0fbc373592c1e9f5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"RNS"}. This record does not assert independent reproduction. ### TGN AP: 90.74. Result ID: 6a2171b0fbc373592c1e9f5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"RNS"}. This record does not assert independent reproduction. ### TGN AP: 90.67. Result ID: 6a2171b0fbc373592c1e9f68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"INS"}. This record does not assert independent reproduction. ### DyRep AP: 89.1. Result ID: 6a2171b0fbc373592c1e9f5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"RNS"}. This record does not assert independent reproduction. ### JODIE AP: 89.06. Result ID: 6a2171b0fbc373592c1e9f65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"INS"}. This record does not assert independent reproduction. ### DyRep AP: 87.3. Result ID: 6a2171b0fbc373592c1e9f66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"INS"}. This record does not assert independent reproduction. ### CAWN AP: 80.3. Result ID: 6a2171b0fbc373592c1e9f69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"INS"}. This record does not assert independent reproduction. ### CAWN AP: 79.83. Result ID: 6a2171b0fbc373592c1e9f5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NSS":"RNS"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.