Tingyu Zhang

Best-of-three-worlds Analysis for Dueling Bandits with Borda Winner

The dueling bandits (DB) problem addresses online learning from relative preferences, where the learner queries pairs of arms and receives binary win-loss feedback. Most existing work focuses on designing algorithms for specific stochastic or adversarial environments. Recently, a unified algorithm h…