Why Bad Coffee? Explaining BDI Agent Behaviour with Valuings (Extended Abstract)

Abstract

An important issue in deploying an autonomous system is how to enable human users and stakeholders to develop an appropriate level of trust in the system. It has been argued that a crucial mechanism to enable appropriate trust is the ability of a system to explain its behaviour. Obviously, such explanations need to be comprehensible to humans. Due to the perceived similarity in functioning between humans and autonomous systems, we argue that it makes sense to build on the results of extensive research in social sciences that explores how humans explain their behaviour. Using similar concepts for explanation is argued to help with comprehensibility, since the concepts are familiar. Following work in the social sciences, we propose the use of a folk-psychological model that utilises beliefs, desires, and ``valuings''. We propose a formal framework for constructing explanations of the behaviour of an autonomous system, present an (implemented) algorithm for giving explanations, and present evaluation results.

Cite

Text

Winikoff et al. "Why Bad Coffee? Explaining BDI Agent Behaviour with Valuings (Extended Abstract)." International Joint Conference on Artificial Intelligence, 2022. doi:10.24963/IJCAI.2022/810

Markdown

[Winikoff et al. "Why Bad Coffee? Explaining BDI Agent Behaviour with Valuings (Extended Abstract)." International Joint Conference on Artificial Intelligence, 2022.](https://mlanthology.org/ijcai/2022/winikoff2022ijcai-bad/) doi:10.24963/IJCAI.2022/810

BibTeX

@inproceedings{winikoff2022ijcai-bad,
  title     = {{Why Bad Coffee? Explaining BDI Agent Behaviour with Valuings (Extended Abstract)}},
  author    = {Winikoff, Michael and Sidorenko, Galina and Dignum, Virginia and Dignum, Frank},
  booktitle = {International Joint Conference on Artificial Intelligence},
  year      = {2022},
  pages     = {5782-5786},
  doi       = {10.24963/IJCAI.2022/810},
  url       = {https://mlanthology.org/ijcai/2022/winikoff2022ijcai-bad/}
}