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Understanding Self-Paced Learning under Concave Conjugacy Theory
By simulating the easy-to-hard learning manners of humans/animals, the learning regimes called curriculum learning~(CL) and self-paced learning~(SPL) have been recently investigated and invoked broad interests.
Preliminary theoretical troubleshooting in Variational Autoencoder
This paper tries to preliminarily address VAE's intrinsic dimension, real factor, disentanglement and indicator issues theoretically in the idealistic situation and implementation issue practically through noise modeling perspective in the realistic case.
On Convergence Property of Implicit Self-paced Objective
Recently, it has been proved that the SPL regime has a close relationship to a implicit self-paced objective function.
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