LNUCB-TA: Linear-nonlinear Hybrid Bandit Learning with Temporal Attention

Hamed Khosravi, Mohammad Reza Shafie, Ahmed Shoyeb Raihan +2

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 e…