Math: Logic

Machine-learning ideas tagged Logic in the Math taxonomy of the Math2NN corpus.

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.

Useful6/10
Difficulty4/10
Novelty5/10
Paper: Optimal Constrained sc-LTL Planning in MDPs via Switching Policies arXiv:2608.05021