2 papers
cs.LO2025
Synthesis of Safety Specifications for Probabilistic Systems
Gaspard Ohlmann, Edwin Hamel-De le Court, Francesco Belardinelli
Ensuring that agents satisfy safety specifications can be crucial in safety-critical environments. While methods exist for controller synthesis with safe temporal specifications, m…
cs.LG2025
ProSh: Probabilistic Shielding for Model-free Reinforcement Learning
Edwin Hamel-De le Court, Gaspard Ohlmann, Francesco Belardinelli
Safety is a major concern in reinforcement learning (RL): we aim at developing RL systems that not only perform optimally, but are also safe to deploy by providing formal guarantee…