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Paper · arXiv

Decoupled Travel Planning with Behavior Forest

Behavior sequences, composed of executable steps, serve as the operational foundation for multi-constraint planning problems such as travel planning. In such tasks, each planning step is not only constrained locally but also influenced by global constraints spanning multiple subtasks, leading to a tightly coupled and complex decision process. Existing travel planning methods typically rely on a single decision space that entangles all subtasks and constraints, failing to distinguish between locally acting constraints within a subtask and global constraints that span multiple subtasks. Consequently, the model is forced to jointly reason over local and global constraints at each decision st...

AuthorsDuanyang Yuan, Sihang Zhou, Yanning Hou et al.
Primary categorycs.LG
Published23 April 2026
Last updated at source23 April 2026
cs.LG
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