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Huan Yu

4 papers indexed

arxivcs.CLcs.LG2026-07-08

R^3: Advertisement Compliance Rectification via Group-Relative Experience Extractor and Curriculum Reinforcement

Yuan Chen, Zhenyu Hu, Mengge Xue, Te Cao, Liqun Liu, Peng Shu, et al.

Rigorous content moderation is crucial for online advertising but leads to millions of daily rejections. This scale renders manual rectification infeasible, particularly for video advertisements. However, existing safety-driven methods often suffer from aggressive over-editing, w…

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arxiveess.SY2026-07-02

Robust Stabilization of Linear Markov-Jumping Hyperbolic PDEs with Boundary Input Delay

Yihuai Zhang, Yidan Cao, Huan Yu, Lu Liu

This paper studies the robust stabilization of 2 $\times$ 2 linear hyperbolic partial differential equations (PDEs) with Markov-jumping parameters and boundary input delay. The main challenge arises from the simultaneous presence of stochastic parameter variations and input delay…

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arxiveess.SY2026-06-30

Event-Triggered Gain Scheduling of 2 x 2 Linear Hyperbolic PDEs via Neural Operators (Full Version)

Yihuai Zhang, Jean Auriol, Nicolas Espitia, Huan Yu

This paper introduces a new framework for event-triggered gain scheduling applied to linear hyperbolic Partial Differential Equations (PDEs) with time- and space-varying coefficients. The approach leverages neural operators to address the challenges of real-time control in such s…

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crossrefBiomedicines2025-02-25Cited by 3

Insights into the Correlation and Immune Crosstalk Between COVID-19 and Sjögren’s Syndrome Keratoconjunctivitis Sicca via Weighted Gene Coexpression Network Analysis and Machine Learning

Yaqi Cheng, Liang Zhao, Huan Yu, Jiayi Lin, Meng Li, Huini Zhang, et al.

Background: Although autoimmune complications of COVID-19 have aroused concerns, there is no consensus on its ocular complications. Sjögren’s syndrome is an autoimmune disease accompanied by the ocular abnormality keratoconjunctivitis sicca (SS-KCS), which may be influenced by CO…

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