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cs.LG2024
Optimistic Q-learning for average reward and episodic reinforcement learning
Priyank Agrawal, Shipra Agrawal
We present an optimistic Q-learning algorithm for regret minimization in average reward reinforcement learning under an additional assumption on the underlying MDP that for all pol…
cs.LG2024★ 1 cited
Dynamic Pricing and Learning with Long-term Reference Effects
Shipra Agrawal, Wei Tang
We consider a dynamic pricing problem where customer response to the current price is impacted by the customer price expectation, aka reference price. We study a simple and novel r…