Variance-Aware Linear UCB with Deep Representation for Neural Contextual Bandits

Ha Manh Bui, Enrique Mallada, Anqi Liu

By leveraging the representation power of deep neural networks, neural upper confidence bound (UCB) algorithms have shown success in contextual bandits. To further balance the expl…