We argue that a key challenge in enabling usable and useful interactive task learning for intelligent agents is to facilitate effective Human-AI collaboration. We reflect on our past 5 years of efforts on designing, developing and studying the SUGILITE system, discuss the issues on incorporating recent advances in AI with HCI principles in mixed-initiative interactions and multi-modal interactions, and summarize the lessons we learned. Lastly, we identify several challenges and opportunities, and describe our ongoing work
@article{arxiv.2003.02622,
title = {Towards Effective Human-AI Collaboration in GUI-Based Interactive Task Learning Agents},
author = {Toby Jia-Jun Li and Jingya Chen and Tom M. Mitchell and Brad A. Myers},
journal= {arXiv preprint arXiv:2003.02622},
year = {2020}
}