Path Signature Method Boosts Online Goal Recognition
A novel technique for recognizing goals online employs path signatures, a succinct representation derived from rough path theory, to effectively encode and assess trajectories. This method surpasses leading techniques in both predictive accuracy and efficiency in online planning, while still maintaining competitiveness in offline scenarios. The research has been made available on arXiv within the Computer Science > Artificial Intelligence category.
Key facts
- Method uses path signatures from rough path theory
- Addresses challenges of encoding large trajectories and comparing them
- Outperforms state of the art in predictive accuracy and online planning efficiency
- Remains competitive offline
- Published on arXiv (2605.07736)
Entities
Institutions
- arXiv