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eess.SY2023
Verifiable Reinforcement Learning Systems via Compositionality
Cyrus Neary, Aryaman Singh Samyal, Christos Verginis +2
We propose a framework for verifiable and compositional reinforcement learning (RL) in which a collection of RL subsystems, each of which learns to accomplish a separate subtask, a…
eess.SY2023★ 1 cited
Physics-Informed Kernel Embeddings: Integrating Prior System Knowledge with Data-Driven Control
Adam J. Thorpe, Cyrus Neary, Franck Djeumou +2
Data-driven control algorithms use observations of system dynamics to construct an implicit model for the purpose of control. However, in practice, data-driven techniques often req…