| Abstract | The research presented herein addresses the topic of explainability in autonomous pedagogical agents. We will be investigating possible ways to explain the decision-making process of such pedagogical agents (which can be embodied as robots) with a focus on the effect of these explanations in concrete learning scenarios for children. The hypothesis is that the agents’ explanations about their decision making will support mutual modeling and a better understanding of the learning tasks and how learners perceive them. The objective is to develop a computational model that will allow agents to express internal states and actions and adapt to human's expectations of cooperative behavior accordingly. In addition, we would like to provide a comprehensive taxonomy of both the desiderata and methods in the explainable AI research applied to children’s learning scenarios. | |
| Year | 2020 | |
| Keywords | Social Robotic Companions;Miscellaneous; | |
| Authors | Silvia Tulli | |
| Month | February | |
| Publisher | AAAI/SIGAI 2020 Doctoral Consortium | |
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@article { tulli20, abstract = {The research presented herein addresses the topic of explainability in autonomous pedagogical agents. We will be investigating possible ways to explain the decision-making process of such pedagogical agents (which can be embodied as robots) with a focus on the effect of these explanations in concrete learning scenarios for children. The hypothesis is that the agents’ explanations about their decision making will support mutual modeling and a better understanding of the learning tasks and how learners perceive them. The objective is to develop a computational model that will allow agents to express internal states and actions and adapt to human's expectations of cooperative behavior accordingly. In addition, we would like to provide a comprehensive taxonomy of both the desiderata and methods in the explainable AI research applied to children’s learning scenarios.}, journal = {/}, keywords = {Social Robotic Companions;Miscellaneous;}, month = {February}, pages = {Poster}, publisher = {AAAI/SIGAI 2020 Doctoral Consortium}, title = {Explainability in Autonomous Pedagogical Agents}, year = {2020}, author = {Silvia Tulli} } |
Explainability in Autonomous Pedagogical Agents
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