Author

Tobias Meggendorfer

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Preprint Jul 2026

dtControl2+$\varepsilon$: Trading Optimality for Explainability in MDPs via Decision Trees

This work constructs a smaller decision tree, distilling the essence of the controller, while still guaranteeing its $\varepsilon$-optimality, which enables the tool to provide tunably simpler explanations, omitting a controllable amount of detail.

Tereza Kinská, Jan Křetinský, Tobias Meggendorfer et al. · 0 citations