Yep exactly! 🙂 The first time I saw the Exemplar SVM idea. It's so simple but also a bit counter-intuitive, I think because low dimensional intuition fails us. A classifier with a single example? In low dimensions it sounds weird. In high dimensions it works great.
Exemplar SVM: Simple but Counterintuitive in High Dimensions
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