Siyuan Liu

Mining Point-of-No-Return Boundaries in Constrained Dynamical Systems via Counterfactual Auditing

Safety-critical failures in constrained dynamical environments are often detected only after a violation occurs, while outcome metrics (e.g., success rate, time-to-failure) conflate structural inevitability with decision-induced errors. We formulate failure diagnosis as recoverability boundary discovery and define the...