Unverified
2026
Automaton-Gated Objective Switching
Augment a neural policy with deterministic DFA states for the task objective and safety constraint, then select among objective-specific policy heads using those states. Before either target is reached, execute a mixed policy; after one target is reached, switch permanently to the policy specialized for the remaining target.
Paper: Optimal Constrained sc-LTL Planning in MDPs via Switching Policies
arXiv:2608.05021