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Xuelin Zhang

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Jul 2026

Bilevel manifold fitting.

A Bilevel Cycle Generative Adversarial Network (BCGAN) is formed that comprises two generative adversarial networks and a specific manifold fitting module that establishes upper bounds on the generalization error for stochastic bilevel minimax problems, revealing the relationship between generalization capability and parameter settings.

Xuelin Zhang, Hong Chen, Li Shen et al. · 0 citations