Neural Variance-aware Dueling Bandits with Deep Representation and Shallow Exploration

Youngmin Oh, Jinje Park, Taejin Paik

We introduce the first variance-aware algorithms for contextual dueling bandits that leverage shallow exploration strategies with neural networks for nonlinear utility approximatio…