Tag: lnucb

LNUCB-TA: Linear-nonlinear Hybrid Bandit Learning with Temporal Attention arXiv:2503.00387v1 Announce Type: new Abstract: Existing contextual multi-armed bandit (MAB) algorithms fail to effectively capture both long-term trends and local patterns across all arms, leading to suboptimal performance in environments with rapidly changing reward structures. They also rely on static exploration rates, which do not dynamically adjust…