Contextual Bandits in Payment Processing: Non-uniform Exploration and Supervised Learning

Akhila Vangara, Alex Egg

Uniform random exploration in decision-making systems supports off-policy learning via supervision but incurs high regret, making it impractical for many applications. Conversely,…