Explaining Controllers via Decision Trees

Team

Tools

dtControl

dtControl

Represent controllers as decision trees. Improve memory footprint, boost explainability while preserving guarantees.

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Publications

2023
Algebraically explainable controllers: decision trees and support vector machines join forces
Florian Jüngermann, Jan Křetínský, Maximilian Weininger
2022
Planning via model checking with decision-tree controllers
Jonis Kiesbye, Kush Grover, Pranav Ashok, Jan Křetínský
2022 International Conference on Robotics and Automation, ICRA 2022, Philadelphia, PA, USA, May 23-27, 2022