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Craig Lennon

2 accepted papers

2024

A Multifidelity Sim-to-Real Pipeline for Verifiable and Compositional Reinforcement Learning

ICRA 2024poster

We propose and demonstrate a compositional framework for training and verifying reinforcement learning (RL) systems within a multifidelity sim-to-real pipeline, in order to deploy reliable and adaptable RL policies on physical hardware. By decomposing complex robotic tasks into component subtasks an…

Cited by 3SourceScholar
2021

Risk Averse Bayesian Reward Learning for Autonomous Navigation from Human Demonstration

IROS 2021poster

Traditional imitation learning provides a set of methods and algorithms to learn a reward function or policy from expert demonstrations. Learning from demonstration has been shown to be advantageous for navigation tasks as it allows for machine learning non-experts to quickly provide information nee…

Cited by 7SourceScholar