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cs.RO2025
Vision-Language-Policy Model for Dynamic Robot Task Planning
Jin Wang, Kim Tien Ly, Jacques Cloete +3
Bridging the gap between natural language commands and autonomous execution in unstructured environments remains an open challenge for robotics. This requires robots to perceive an…
cs.LG2025
SPoRt -- Safe Policy Ratio: Certified Training and Deployment of Task Policies in Model-Free RL
Jacques Cloete, Nikolaus Vertovec, Alessandro Abate
To apply reinforcement learning to safety-critical applications, we ought to provide safety guarantees during both policy training and deployment. In this work, we present theoreti…