Proposal for Cognitive Architecture and Transformer Integration: Online Learning from Agent Experience
John E. Laird, Robert E. Wray, Steven J. Jones, James R. Kirk, Peter Lindes · Proceedings of the AAAI Symposium Series · 2024
We explore the potential integration of Transformers, trained online in real-time using an agent's ongoing experiences, as a learning and memory component of a cognitive architecture such as Soar. We identify key challenges and potential capabilities enabled by such an integration.