# Link Prediction on Photo (test) Source: [Link Prediction on Photo (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:57.793Z Evaluation of Link Prediction performance on the test split of the Photo 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 | Link Prediction | | Dataset (including any stated split) | Photo (test) | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. - [AUC](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | FSD-CAP | 98.08 | Not recorded | 69799835a2b28e761d87cccc | | Full Features | 97.61 | Not recorded | 69799835a2b28e761d87cccc | | FSD-CAP | 97.32 | Not recorded | 69799835a2b28e761d87cccc | | ITR | 96.96 | Not recorded | 69799835a2b28e761d87cccc | | PCFI | 96.9 | Not recorded | 69799835a2b28e761d87cccc | | HyboNet | 96.79 | Not recorded | 68fa755a1e209131cea67651 | | Q-GCN | 96.65 | Not recorded | 68fa755a1e209131cea67651 | | MSG | 96.46 | Not recorded | 68fa755a1e209131cea67651 | | PCFI | 96.02 | Not recorded | 69799835a2b28e761d87cccc | | SpikeGCL | 95.16 | Not recorded | 68fa755a1e209131cea67651 | | FP | 94.51 | Not recorded | 69799835a2b28e761d87cccc | | HGCN | 93.86 | Not recorded | 68fa755a1e209131cea67651 | | kappa-GCN | 93.5 | Not recorded | 68fa755a1e209131cea67651 | | SpikingGCN | 93.16 | Not recorded | 68fa755a1e209131cea67651 | | FP | 91.11 | Not recorded | 69799835a2b28e761d87cccc | | SGC | 90.05 | Not recorded | 68fa755a1e209131cea67651 | | SAGE | 88.4 | Not recorded | 68fa755a1e209131cea67651 | | GAT | 87.04 | Not recorded | 68fa755a1e209131cea67651 | | GCN | 86.43 | Not recorded | 68fa755a1e209131cea67651 | ### FSD-CAP AP: 98.08. Result ID: 699913a65698665ec479ab0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate (mr)":"0.995","Missing Type":"Uniform"}. This record does not assert independent reproduction. ### Full Features AP: 97.61. Result ID: 699913a65698665ec479ab08. [Reporting paper]() Recorded evaluation configuration: {"Missing Rate (mr)":"0","Missing Type":"None"}. This record does not assert independent reproduction. ### FSD-CAP AP: 97.32. Result ID: 699913a65698665ec479ab0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate (mr)":"0.995","Missing Type":"Structural"}. This record does not assert independent reproduction. ### ITR AP: 96.96. Result ID: 699913a65698665ec479ab09. [Reporting paper]() Recorded evaluation configuration: {"Missing Rate (mr)":"0.995","Missing Type":"Structural"}. This record does not assert independent reproduction. ### PCFI AP: 96.9. Result ID: 699913a65698665ec479ab0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate (mr)":"0.995","Missing Type":"Uniform"}. This record does not assert independent reproduction. ### HyboNet AP: 96.79. Result ID: 69939d413a6c314849174513. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture Category":"ANN-R"}. This record does not assert independent reproduction. ### Q-GCN AP: 96.65. Result ID: 69939d413a6c314849174512. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture Category":"ANN-R"}. This record does not assert independent reproduction. ### MSG AP: 96.46. Result ID: 69939d413a6c314849174516. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture Category":"SNN-E"}. This record does not assert independent reproduction. ### PCFI AP: 96.02. Result ID: 699913a65698665ec479ab0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate (mr)":"0.995","Missing Type":"Structural"}. This record does not assert independent reproduction. ### SpikeGCL AP: 95.16. Result ID: 69939d413a6c314849174515. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture Category":"SNN-E"}. This record does not assert independent reproduction. ### FP AP: 94.51. Result ID: 699913a65698665ec479ab0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate (mr)":"0.995","Missing Type":"Uniform"}. This record does not assert independent reproduction. ### HGCN AP: 93.86. Result ID: 69939d413a6c314849174510. [Reporting paper]() Recorded evaluation configuration: {"Model Architecture Category":"ANN-R"}. This record does not assert independent reproduction. ### kappa-GCN AP: 93.5. Result ID: 69939d413a6c314849174511. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture Category":"ANN-R"}. This record does not assert independent reproduction. ### SpikingGCN AP: 93.16. Result ID: 69939d413a6c314849174514. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Architecture Category":"SNN-E"}. This record does not assert independent reproduction. ### FP AP: 91.11. Result ID: 699913a65698665ec479ab0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing Rate (mr)":"0.995","Missing Type":"Structural"}. This record does not assert independent reproduction. ### SGC AP: 90.05. Result ID: 69939d413a6c31484917450e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture Category":"ANN-E"}. This record does not assert independent reproduction. ### SAGE AP: 88.4. Result ID: 69939d413a6c31484917450f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture Category":"ANN-E"}. This record does not assert independent reproduction. ### GAT AP: 87.04. Result ID: 69939d413a6c31484917450d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture Category":"ANN-E"}. This record does not assert independent reproduction. ### GCN AP: 86.43. Result ID: 69939d413a6c31484917450c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Architecture Category":"ANN-E"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.