Peer influence probability learning on Flickr
413Regret (T)Takemura et al.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Takemura et al.Method Category=Bandit Models (CMAB), Edge Selection Strategy=neighbor-based2025.10 | 413 | 4.53 | |
| SGDExploitMethod Category=Online Learning, Edge Selection Strategy=neighbor-based2025.10 | 424 | 11.54 | |
| GNBMethod Category=Bandit Models (CMAB), Edge Selection Strategy=neighbor-based2025.10 | 557 | 7.85 | |
| EENetMethod Category=Bandit Models (CMAB), Edge Selection Strategy=neighbor-based2025.10 | 655 | 8.61 | |
| InfluenceCBMethod Category=Ours: InfluenceCB, Edge Selection Strategy=neighbor-based, beta=0.25, Optimization Objective=Regret2025.10 | 772 | 4.86 | |
| LinUCBMethod Category=Bandit Models (CMAB), Edge Selection Strategy=neighbor-based2025.10 | 778 | 5.42 | |
| SGDExploitmodel_category=Online Learning2025.10 | 822 | 10.06 | |
| InfluenceCBMethod Category=Ours: InfluenceCB, Edge Selection Strategy=neighbor-based, beta=0.25, Optimization Objective=RMSE2025.10 | 936 | 4.05 | |
| Takemura et al.model_category=Bandit Model2025.10 | 952 | 6.81 | |
| GNBmodel_category=Bandit Model2025.10 | 1,314 | 7.19 | |
| Link Prediction (Ridge)Method Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 1,338 | 10.66 | |
| InfluenceCBMethod Category=Ours: InfluenceCB, Edge Selection Strategy=neighbor-based, beta=0.50, Optimization Objective=Regret2025.10 | 1,378 | 3.32 | |
| Link Prediction (GraphSAGE)Method Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 1,407 | 43.25 | |
| SOTA Recommender (ContextGNN)Method Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 1,773 | 23.7 | |
| Link Prediction (NCNC)Method Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 1,807 | 25.07 | |
| EENetmodel_category=Bandit Model2025.10 | 1,884 | 11.64 | |
| InfluenceCBbeta=0.25, objective=Regret2025.10 | 2,083 | 6.59 | |
| LinUCBmodel_category=Bandit Model2025.10 | 2,165 | 6.32 | |
| InfluenceCBMethod Category=Ours: InfluenceCB, Edge Selection Strategy=neighbor-based, beta=0.50, Optimization Objective=RMSE2025.10 | 2,289 | 3.65 | |
| SGDExploreMethod Category=Online Learning, Edge Selection Strategy=neighbor-based2025.10 | 2,397 | 13.66 | |
| RandomMethod Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 2,400 | 32.96 | |
| InfluenceCBbeta=0.25, objective=RMSE2025.10 | 2,686 | 4.14 | |
| SimilarityMethod Category=Static Models, Edge Selection Strategy=neighbor-based2025.10 | 2,817 | 34.39 | |
| InfluenceCBbeta=0.50, objective=Regret2025.10 | 4,443 | 2.54 | |
| Link Prediction (NCNC)model_category=Static Model2025.10 | 4,579 | 23.25 | |
| SOTA Recommender (ContextGNN)model_category=Static Model2025.10 | 4,650 | 25.5 | |
| Link Prediction (GraphSAGE)model_category=Static Model2025.10 | 4,772 | 43.25 | |
| Link Prediction (Ridge)model_category=Static Model2025.10 | 5,090 | 10.66 | |
| SGDExploremodel_category=Online Learning2025.10 | 5,425 | 12.32 | |
| Randommodel_category=Static Model2025.10 | 5,428 | 32.96 | |
| Similaritymodel_category=Static Model2025.10 | 5,506 | 34.4 | |
| InfluenceCBbeta=0.50, objective=RMSE2025.10 | 6,271 | 2.22 |