| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Jester | AdaPrivate-TS | Non-private LinUCB Performance83.3 | 28 | 1mo ago | |
| MovieLens 25M | AdaPrivate-TS | Success Rate vs Non-Private LinUCB90.6 | 28 | 1mo ago | |
| MovieLens 100k | GraphDR | Cumulative Regret122.7 | 15 | 26d ago | |
| MIND small | GraphDR | Cumulative Regret169.4 | 9 | 26d ago | |
| ogbn-arxiv | Laplacian-reg | Cumulative Regret203.2 | 9 | 26d ago | |
| MovieLens-1M | GraphDR | Cumulative Regret147.7 | 9 | 26d ago | |
| Synthetic Benchmarks T=10,000, R=5 | LinearUCB | Friedman Score26,222.5 | 7 | 2mo ago | |
| Yelp | EE-Net | Cumulative Regret4,403.1 | 7 | 3mo ago | |
| Movielens | EE-Net | Cumulative Regret1,472.4 | 7 | 3mo ago | |
| Disin | EE-Net | Cumulative Regret476.4 | 7 | 3mo ago | |
| MNIST | EE-Net | Cumulative Regret842.3 | 7 | 3mo ago | |
| LastFM | GraphDR | Cumulative Regret186.4 | 5 | 26d ago | |
| Amazon | GraphDR | Cumulative Regret R(T)148.6 | 5 | 26d ago | |
| Synthetic SBM | GraphDR | Cumulative Regret31.3 | 5 | 26d ago | |
| LastFM HetRec | GraphDR-LinUCB | Cumulative Regret412.1 | 4 | 26d ago | |
| Amazon Dig. Music | GraphDR-LinUCB | Cumulative Regret309.9 | 4 | 26d ago | |
| Stochastic Contexts | - | - | 0 | 4mo ago | |
| Adversarial Contexts | - | - | 0 | 4mo ago |