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Human-level few-shot concept induction through minimax entropy learning

Science Advances19 Apr 2024Vol 10, Issue 16AbstractHumans learn concepts both from labeled supervision and by unsupervised observation of patterns, a process machines are being taught to mimic by training on large annotated datasets—a method quite different from the human pathway, wherein few examples with no supervision suffice to induce an unfamiliar relational concept. We introduce a computational model designed to emulate human inductive reasoning on abstract reasoning tasks, such as those i...

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