Reinforcement Learning
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PolicyClusterGCN: Identifying Efficient Clusters for Training Graph Convolutional Networks
https://doi.org/10.48550/arXiv.2306.14357
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RePReL: A Unified Framework for Integrating Relational Planning and Reinforcement Learning for Effective Abstraction in Discrete and Continuous Domains
https://doi.org/10.1007/s00521-022-08119-y
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An Active Learning Framework for Efficient Robust Policy Search
https://dl.acm.org/doi/10.1145/3493700.3493712
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Smooth Imitation Learning via Smooth Costs and Smooth Policies
https://dl.acm.org/doi/abs/10.1145/3493700.3493716
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Evolutionary Approach to Security Games with Signaling
[https://arxiv.org/abs/2204.14173]
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Causal Contextual Bandits with Targeted Interventions
https://openreview.net/pdf?id=F5Em8ASCosV
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Scalable multi-product inventory control with lead time constraints using reinforcement learning
https://doi.org/10.1007/s00521-021-06129-w
![Publication Image](/images/publications/RePReL-Integrating-Relational-Planning-and-Reinforcement-Learning-for-Effective-Abstraction.webp)
RePReL: Integrating Relational Planning and Reinforcement Learning for Effective Abstraction
https://ojs.aaai.org/index.php/ICAPS/article/view/16001
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Reinforcement Learning for Unified Allocation and Patrolling in Signaling Games with Uncertainty
https://dl.acm.org/doi/10.5555/3463952.3464108
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SEERL: Sample Efficient Ensemble Reinforcement Learning
https://dl.acm.org/doi/abs/10.5555/3463952.3464080
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An Enhanced Advising Model in Teacher-Student framework using State Categorization
https://ojs.aaai.org/index.php/AAAI/article/view/16823
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Reinforcement Learning for Multi-Product Multi-Node Inventory Management in Supply Chains
https://arxiv.org/pdf/2006.04037.pdf
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Dynamic Action Repetition for Deep Reinforcement Learning
https://dl.acm.org/doi/10.5555/3298483.3298547
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EPOpt: Learning Robust Neural Network Policies Using Model Ensembles
https://arxiv.org/abs/1610.01283v4
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Dynamic frame skip deep q network
https://arxiv.org/abs/1605.05365