3 papers
eess.SY2025
Existence and Synthesis of Multi-Resolution Approximate Bisimulations for Continuous-State Dynamical Systems
Rudi Coppola, Yannik Schnitzer, Mirco Giacobbe +2
We present a fully automatic framework for synthesising compact, finite-state deterministic abstractions of deterministic, continuous-state autonomous systems under locally specifi…
cs.LO2025
Branching Bisimulation Learning
Alessandro Abate, Mirco Giacobbe, Christian Micheletti +1
We introduce a bisimulation learning algorithm for non-deterministic transition systems. We generalise bisimulation learning to systems with bounded branching and extend its applic…
eess.SY2025
Certified Approximate Reachability (CARe): Formal Error Bounds on Deep Learning of Reachable Sets
Prashant Solanki, Nikolaus Vertovec, Yannik Schnitzer +3
Recent approaches to leveraging deep learning for computing reachable sets of continuous-time dynamical systems have gained popularity over traditional level-set methods, as they o…