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Towards Numerical TOHTN Planning with SMT-based HTN-SAT Encoding

Gaspard Quenard, Takudzwa Togarepi, Damien Pellier, Humbert Fiorino

Latestcs.CLcs.LGcs.AIcs.CV
arXiv ID
2609.03938 v1
Category
Submitted
2026-09-03

Abstract

While HTN planning has received significant attention in recent years, support for numerical reasoning remains very limited. In this paper, we investigate numerical Totally-Ordered HTN (TOHTN) planning and show how standard SAT-based encodings can be naturally extended with SMT to handle numeric fluents. In addition, we introduce a benchmark suite for numerical TOHTN planning, providing a first common basis for evaluation in this setting. Experimental results show that this simple encoding already constitutes a competitive baseline. This work opens the way to more expressive approaches to HTN planning.

Comment: pages 32-36

Journal: Proceedings of the 9th ICAPS Workshop on Hierarchical Planning (HPlan 2026)

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