KIX: A Knowledge and Interaction-Centric Metacognitive Framework for Task Generalization
<|reference_start|>KIX: A Knowledge and Interaction-Centric Metacognitive Framework for Task Generalization: People aptly exhibit general intelligence behaviors in solving a variety of tasks with flexibility and ability to adapt to novel situations by reusing and applying high-level knowledge acquired over time. But artificial agents are more like specialists, lacking such generalist behaviors. Artificial agents will require understanding and exploiting critical structured knowledge representations. We present a metacognitive generalization framework, Knowledge-Interaction-eXecution (KIX), and argue that interactions with objects leveraging type space facilitate the learning of transferable interaction concepts and generalization. It is a natural way of integrating knowledge into reinforcement learning and is promising to act as an enabler for autonomous and generalist behaviors in artificial intelligence systems.<|reference_end|>
@article{kumar2024kix:,
    title={KIX: A Knowledge and Interaction-Centric Metacognitive Framework for
  Task Generalization},
    author={Arun Kumar, Paul Schrater},
    journal={arXiv preprint arXiv:2402.05346},
    year={2024},
    archivePrefix={arXiv},
    eprint={2402.05346},
    primaryClass={cs.AI cs.LG cs.RO}
}