Psychological Studies of Explanation—Based Learning

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Deep Meta-Learning: Learning to Learn in the Concept Space (2018, background): “Concepts more likely consist of rules rather than deﬁni-tions (Ahn & Brewer, 1993).”
Discovering Structure in Multiple Learning Tasks: The TC Algorithm (1996, background): “Motivated by the observation that humans encounter more than just a single learning task during their lifetime, and that they successfully improve their ability to learn [2, 17], several researchers have proposed algorithms that are able to acquire domain-specific knowledge and re-use it in future l”
Is Learning The n-th Thing Any Easier Than Learning The First? (1995, background): “They are often able to generalize correctly even from a single training example [2, 10].”
Lifelong Learning: A Case Study. (1995, background): “For example, in [1, 2] psy chological experiments are reported in which humans acquire complex languag e concepts based on a single training example.”
Clustering Learning Tasks and the Selective Cross-Task Transfer of Knowledge (1998, background): “Motivated by the observation that humans encounter more than one learning task during their lifetime and that they successfully improve their ability to learn [2, 20], several researchers have proposed algorithms that are able to acquire domain-specific knowledge and re-use it in future learning tas”