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Author

Jinghui Yuan

3 papers indexed here

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#machine learning Preprint Sep 2026

HyperTransfer: Understanding the Equivalence between Base Optimizer and Hyperball

HyperTransfer is proposed, which constructs a Hyperball optimizer that reproduces the dynamics of a target Base Optimizer using only its initialization and learning-rate schedule, without running the target optimizer itself, to extend the framework to non-scale-invariant networks.

Jinghui Yuan, Hong-Tao Zhang, Jade Zou et al. · 0 citations
#machine learning Preprint Jan 2025

Double-Bounded Nonlinear Optimal Transport for Size Constrained Min Cut Clusterin

This work relaxes the min cut problem into a double-bounded constraint and, for the first time, treats the min cut problem as a double-bounded nonlinear optimal transport problem and develops a method for solving double bounded nonlinear optimal transport based on the Frank-Wolfe method.

Fangyuan Xie, Jinghui Yuan, Feiping Nie et al. · 3 citations

Doubly Stochastic Adaptive Neighbors Clustering via the Marcus Mapping

The Marcus mapping is extended, which indicates that certain sparse matrices can also be transformed into doubly stochastic symmetric matrices via diagonal matrices, and it is proved that the Marcus mapping solves a specific type of optimal transport problem.

Jinghui Yuan, Chusheng Zeng, Fangyuan Xie et al. · 6 citations

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