Search Results for author: Binchuan Qi

Found 3 papers, 0 papers with code

Extended convexity and smoothness and their applications in deep learning

no code implementations8 Oct 2024 Binchuan Qi

Furthermore, we establish descent lemmas for the $\mathcal{H}(\phi)$-convex and $\mathcal{H}(\Phi)$-smooth objective functions when utilizing these four methods.

Deep Learning

Distribution Learning and Its Application in Deep Learning

no code implementations9 Jun 2024 Binchuan Qi, Wei Gong, Li Li

Departing from the traditional statistical learning framework, PD learning focuses on learning the underlying probability distribution, which is modeled as a random variable within the probability simplex.

Deep Learning Learning Theory

Error Bounds of Supervised Classification from Information-Theoretic Perspective

no code implementations7 Jun 2024 Binchuan Qi

Fitting error measures the disparity between the empirical risk and model risk.

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