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A Unifying Framework for Novelty

  • T. Boult,
  • D. S. Prijatelj,
  • W. Scheirer

摘要

“What is novel?” is an important AI research question that informs the design of agents tolerant to novel inputs. Is a noticeable change in the world that does not impact an agent’s task performance a novelty? How about a change that impacts performance but is not directly perceptible? If the world has not changed, but the agent senses a random error that produces an input that leads to an unexpected state, is that novel.