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Select Publications
Preprints
, 2023, A Robust Policy Bootstrapping Algorithm for Multi-objective Reinforcement Learning in Non-stationary Environments, http://dx.doi.org/10.48550/arxiv.2308.09734
, 2023, Intrinsically Motivated Hierarchical Policy Learning in Multi-objective Markov Decision Processes, http://dx.doi.org/10.48550/arxiv.2308.09733
, 2023, Coverage Path Planning with Budget Constraints for Multiple Unmanned Ground Vehicles, http://dx.doi.org/10.48550/arxiv.2306.04083
, 2022, Fusing Interpretable Knowledge of Neural Network Learning Agents For Swarm-Guidance, http://dx.doi.org/10.48550/arxiv.2204.00272
, 2022, Frontier-led Swarming: Robust Multi-Robot Coverage of Unknown Environments, http://dx.doi.org/10.48550/arxiv.2111.14295
, 2021, Towards Interpretable ANNs: An Exact Transformation to Multi-Class Multivariate Decision Trees, http://dx.doi.org/10.48550/arxiv.2003.04675
, 2020, Continuous Deep Hierarchical Reinforcement Learning for Ground-Air Swarm Shepherding, http://dx.doi.org/10.48550/arxiv.2004.11543
, 2020, Q-Learning with Differential Entropy of Q-Tables, http://dx.doi.org/10.48550/arxiv.2006.14795
, 2018, Apprenticeship Bootstrapping Via Deep Learning with a Safety Net for UAV-UGV Interaction, http://dx.doi.org/10.48550/arxiv.1810.04344
, 2016, A Review of Theoretical and Practical Challenges of Trusted Autonomy in Big Data, http://dx.doi.org/10.48550/arxiv.1604.00921