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09/06/2023
Marketing Budget Allocation with Offline Constrained Deep Reinforcement Learning
We study the budget allocation problem in online marketing campaigns tha...
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08/25/2023
Model-free Reinforcement Learning with Stochastic Reward Stabilization for Recommender Systems
Model-free RL-based recommender systems have recently received increasin...
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12/28/2021
Adversarial Learning for Incentive Optimization in Mobile Payment Marketing
Many payment platforms hold large-scale marketing campaigns, which alloc...
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08/29/2021
A Policy Efficient Reduction Approach to Convex Constrained Deep Reinforcement Learning
Although well-established in general reinforcement learning (RL), value-...
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07/30/2021
Adaptive Optimizers with Sparse Group Lasso for Neural Networks in CTR Prediction
We develop a novel framework that adds the regularizers of the sparse gr...
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02/03/2021