What’s the Context? Implicit and Explicit Assumptions in Model-Based Goal Recognition

Masters, Peta; Vered, Mor

doi:10.24963/ijcai.2021/615

What’s the Context? Implicit and Explicit Assumptions in Model-Based Goal Recognition

Peta Masters, Mor Vered

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Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence. Survey Track. Pages 4516-4523.

https://doi.org/10.24963/ijcai.2021/615

Keywords

Agent-based and multi-agent based systems: General
Humans and AI: General
Planning and scheduling: General

Abstract

Every model involves assumptions. While some are standard to all models that simulate intelligent decision-making (e.g., discrete/continuous, static/dynamic), goal recognition is well known also to involve choices about the observed agent: is it aware of being observed? cooperative or adversarial? In this paper, we examine not only these but the many other assumptions made in the context of model-based goal recognition. By exploring their meaning, the relationships between them and the confusions that can arise, we demonstrate their importance, shed light on the way trends emerge in AI, and suggest a novel means for researchers to uncover suitable avenues for future work.

Peta Masters, and Mor Vered. 2021. What’s the Context? Implicit and Explicit Assumptions in Model-Based Goal Recognition. In Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21. IJCAI, 4516–4523. https://doi.org/10.24963/ijcai.2021/615

@inproceedings{ijcai2021p615,
  title     = {What’s the Context? Implicit and Explicit Assumptions in Model-Based Goal Recognition},
  author    = {Masters, Peta and Vered, Mor},
  booktitle = {Proceedings of the Thirtieth International Joint Conference on
               Artificial Intelligence, {IJCAI-21}},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},
  editor    = {Prof. Zhi-Hua Zhou},
  pages     = {4516--4523},
  year      = {2021},
  month     = {8},
  note      = {Survey Track},
  doi       = {10.24963/ijcai.2021/615},
  url       = {https://doi.org/10.24963/ijcai.2021/615},
}

TY  - CPAPER
TI  - What’s the Context? Implicit and Explicit Assumptions in Model-Based Goal Recognition
AU  - Masters, Peta
AU  - Vered, Mor
T2  - Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21
PB  - International Joint Conferences on Artificial Intelligence Organization
PY  - 2021
SP  - 4516
EP  - 4523
DO  - 10.24963/ijcai.2021/615
UR  - https://doi.org/10.24963/ijcai.2021/615
ER  -