IEEE

Deep Q-Network Strategy for Personalized English Learning Path Optimization

Abstract: A Deep Q-Network (DQN)-driven strategy is employed to optimize personalized English learning paths. Multi-dimensional capability modeling and deep feature extraction are applied to construct ...
IEEE

Toward Transparent Reinforcement Learning: An Explainable Deep Q-Learning Framework for Sequential Decision-Making

Reinforcement learning (RL) has demonstrated remarkable promise in sequential decision-making tasks; however, its explainability issues continue to hinder high-stakes domains that demand regulatory ...