| 1 |
Advancing RAN Slicing with Offline Reinforcement Learning |
提出离线强化学习方法，提升无线接入网切片中的资源管理效率。 |
reinforcement learning offline RL offline reinforcement learning |
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| 2 |
Fractional Deep Reinforcement Learning for Age-Minimal Mobile Edge Computing |
提出分数阶深度强化学习，解决移动边缘计算中时延敏感任务的AoI最小化问题。 |
reinforcement learning deep reinforcement learning DRL |
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| 3 |
RedCore: Relative Advantage Aware Cross-modal Representation Learning for Missing Modalities with Imbalanced Missing Rates |
提出RedCore，解决多模态学习中模态缺失和不平衡问题。 |
representation learning multimodal |
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| 4 |
Analyzing Generalization in Policy Networks: A Case Study with the Double-Integrator System |
针对双积分器系统，分析策略网络在扩展状态空间下的泛化性能退化问题 |
reinforcement learning deep reinforcement learning DRL |
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| 5 |
Rethinking Dimensional Rationale in Graph Contrastive Learning from Causal Perspective |
提出维度理性图对比学习方法，从因果视角提升图表示的判别性和迁移性 |
contrastive learning |
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| 6 |
Imitate the Good and Avoid the Bad: An Incremental Approach to Safe Reinforcement Learning |
提出一种基于模仿学习的增量式安全强化学习方法，避免轨迹成本约束的过度估计或低估。 |
reinforcement learning |
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| 7 |
Active Reinforcement Learning for Robust Building Control |
提出ActivePLR算法，用于鲁棒建筑控制的主动强化学习。 |
reinforcement learning |
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