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cs.LG2024
DISCO: An End-to-End Bandit Framework for Personalised Discount Allocation
Jason Shuo Zhang, Benjamin Howson, Panayiota Savva +1
Personalised discount codes provide a powerful mechanism for managing customer relationships and operational spend in e-commerce. Bandits are well suited for this product area, giv…
cs.LG2023
Accelerating Exploration with Unlabeled Prior Data
Qiyang Li, Jason Zhang, Dibya Ghosh +2
Learning to solve tasks from a sparse reward signal is a major challenge for standard reinforcement learning (RL) algorithms. However, in the real world, agents rarely need to solv…