mlsanityData to 14 Oct 2026

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

arXiv 2609.03938 ↗First posted 3 Sep 2026cs.AIcited by 0

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Abstract (arXiv)

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.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 1 of its 14 references that are in the map. First posted on arXiv 3 Sep 2026.

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References · 1

  1. 2019Hierarchical Planning in the IPCcited by 5

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