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Sidenote, but the scholarship on distillation always makes me a bit sad. The Original work, cited in the abstract of the Hinton, Vinyals, and Dean paper that is
by FlyingLawnmower 1y ago
Sidenote, but the scholarship on distillation always makes me a bit sad. The Original work, cited in the abstract of the Hinton, Vinyals, and Dean paper that is cited everywhere, was the model compression work from Caruana, Buciluǎ, and Niculescu-Mizil.
The distillation paper added minor parameter tweaks and had a fancier name, but the essence of the method came from Caruana et. al's model compression paper: https://dl.acm.org/doi/abs/10.1145/1150402.1150464 https://dl.acm.org/doi/abs/10.1145/1150402.1150464
- cma 1y ago1991 https://people.idsia.ch/~juergen/very-deep-learning-1991.html https://people.idsia.ch/~juergen/very-deep-learning-1991.htm...