Reinforcement Learning
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Balaraman Ravindran
Head, Robert Bosch Centre for Data Science and AI, Professor, Mindtree Faculty Fellow
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PolicyClusterGCN: Identifying Efficient Clusters for Training Graph Convolutional Networks
https://doi.org/10.48550/arXiv.2306.14357

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

An Active Learning Framework for Efficient Robust Policy Search
https://dl.acm.org/doi/10.1145/3493700.3493712

Smooth Imitation Learning via Smooth Costs and Smooth Policies
https://dl.acm.org/doi/abs/10.1145/3493700.3493716

Evolutionary Approach to Security Games with Signaling
[https://arxiv.org/abs/2204.14173]

Causal Contextual Bandits with Targeted Interventions
https://openreview.net/pdf?id=F5Em8ASCosV

Scalable multi-product inventory control with lead time constraints using reinforcement learning
https://doi.org/10.1007/s00521-021-06129-w

RePReL: Integrating Relational Planning and Reinforcement Learning for Effective Abstraction
https://ojs.aaai.org/index.php/ICAPS/article/view/16001

Reinforcement Learning for Unified Allocation and Patrolling in Signaling Games with Uncertainty
https://dl.acm.org/doi/10.5555/3463952.3464108

SEERL: Sample Efficient Ensemble Reinforcement Learning
https://dl.acm.org/doi/abs/10.5555/3463952.3464080

An Enhanced Advising Model in Teacher-Student framework using State Categorization
https://ojs.aaai.org/index.php/AAAI/article/view/16823

Reinforcement Learning for Multi-Product Multi-Node Inventory Management in Supply Chains
https://arxiv.org/pdf/2006.04037.pdf

Dynamic Action Repetition for Deep Reinforcement Learning
https://dl.acm.org/doi/10.5555/3298483.3298547

EPOpt: Learning Robust Neural Network Policies Using Model Ensembles
https://arxiv.org/abs/1610.01283v4

Dynamic frame skip deep q network
https://arxiv.org/abs/1605.05365