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cs.LG2021
Properties of Minimizing Entropy
Xu Ji, Lena Nehale-Ezzine, Maksym Korablyov
Compact data representations are one approach for improving generalization of learned functions. We explicitly illustrate the relationship between entropy and cardinality, both mea…
cs.LG2021★ 1 cited
Test Sample Accuracy Scales with Training Sample Density in Neural Networks
Xu Ji, Razvan Pascanu, Devon Hjelm +2
Intuitively, one would expect accuracy of a trained neural network's prediction on test samples to correlate with how densely the samples are surrounded by seen training samples in…