| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Setting 2 | RLS-kernelized Exp3 | Regret11.1 | 36 | 22d ago | |
| Setting 1 | RLS-kernelized Exp3 | Regret14.7 | 36 | 22d ago | |
| Setting 4 | Per-round Time Cost (s)0 | 28 | 22d ago | ||
| Setting 3 | Per-round Time Cost (s)0 | 28 | 22d ago | ||
| nonlin2 | LinUCB | Cumulative Regret23 | 8 | 1mo ago | |
| nonlin1 | LLMP-Bandit | Cumulative Regret150 | 8 | 1mo ago | |
| fnum nonlin | LLM-Bandit | Cumulative Regret302.7 | 8 | 1mo ago | |
| fnum lin | LinUCB | Cumulative Regret36.6 | 8 | 1mo ago | |
| fLLM | LLMP-Joint | Cumulative Regret35.6 | 8 | 1mo ago | |
| fextract | LLMP-Joint | Cumulative Regret2.6 | 8 | 1mo ago | |
| Bandit Task | EvoTune | Initial NMR-0.621 | 3 | 3mo ago | |
| Bandit optimization on graphs | - | - | 0 | 3mo ago |
