Peer influence probability learning on BlogCatalog
498Regret (T)SGDExploit
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SGDExploitMethod Category=Online Learning, Edge Selection Strategy=neighbor-based2025.10 | 498 | 15.74 | |
| Takemura et al.Method Category=Bandit Models (CMAB), Edge Selection Strategy=neighbor-based2025.10 | 541 | 5.55 | |
| InfluenceCBMethod Category=Ours: InfluenceCB, Edge Selection Strategy=neighbor-based, beta=0.25, Optimization Objective=Regret2025.10 | 596 | 6.16 | |
| LinUCBMethod Category=Bandit Models (CMAB), Edge Selection Strategy=neighbor-based2025.10 | 654 | 5.99 | |
| GNBMethod Category=Bandit Models (CMAB), Edge Selection Strategy=neighbor-based2025.10 | 785 | 8.3 | |
| EENetMethod Category=Bandit Models (CMAB), Edge Selection Strategy=neighbor-based2025.10 | 826 | 10.01 | |
| InfluenceCBMethod Category=Ours: InfluenceCB, Edge Selection Strategy=neighbor-based, beta=0.25, Optimization Objective=RMSE2025.10 | 845 | 4.83 | |
| Takemura et al.2025.10 | 912 | 9.9 | |
| SGDExploit2025.10 | 1,015 | 10.07 | |
| InfluenceCBMethod Category=Ours: InfluenceCB, Edge Selection Strategy=neighbor-based, beta=0.50, Optimization Objective=Regret2025.10 | 1,062 | 4.27 | |
| InfluenceCBbeta=0.25, objective=Regret2025.10 | 1,202 | 10.06 | |
| LinUCB2025.10 | 1,275 | 9.93 | |
| InfluenceCBbeta=0.25, objective=RMSE2025.10 | 1,372 | 6.05 | |
| GNB2025.10 | 1,586 | 9.45 | |
| EENet2025.10 | 1,683 | 13.02 | |
| InfluenceCBbeta=0.50, objective=Regret2025.10 | 1,994 | 5 | |
| Link Prediction (NCNC)Method Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 2,305 | 15.39 | |
| InfluenceCBMethod Category=Ours: InfluenceCB, Edge Selection Strategy=neighbor-based, beta=0.50, Optimization Objective=RMSE2025.10 | 2,495 | 3.84 | |
| SOTA Recommender (ContextGNN)Method Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 2,496 | 21.25 | |
| Link Prediction (GraphSAGE)Method Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 2,950 | 24.3 | |
| RandomMethod Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 3,009 | 30.18 | |
| SGDExploreMethod Category=Online Learning, Edge Selection Strategy=neighbor-based2025.10 | 3,010 | 7.79 | |
| SimilarityMethod Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 3,075 | 47.57 | |
| Link Prediction (Ridge)Method Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 3,215 | 18.1 | |
| InfluenceCBbeta=0.50, objective=RMSE2025.10 | 3,719 | 3.54 | |
| SOTA Recommender (ContextGNN)2025.10 | 4,800 | 22.5 | |
| Link Prediction (NCNC)2025.10 | 4,918 | 21.3 | |
| Random2025.10 | 5,419 | 30.18 | |
| SGDExplore2025.10 | 5,432 | 7.73 | |
| Similarity2025.10 | 5,590 | 47.57 | |
| Link Prediction (GraphSAGE)2025.10 | 5,616 | 24.3 | |
| Link Prediction (Ridge)2025.10 | 6,426 | 18.1 |