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Guohao Shen

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#machine learning Preprint Nov 2026

Nonparametric GARCH: An Iterated Neural Estimator

This work studies nonparametric estimation and forecasting for GARCH-type processes and proposes an iterated neural estimator that alternates between estimating the recursion map and updating the unobserved conditional variances, which is minimax rate-optimal up to logarithmic factors.

Rui-Zhi Deng, Guo-Hao Shen, Ngai-Hang Chan · 0 citations
Preprint Aug 2026

Non-Crossing Deep Quantile Regression for Distributional Survival Prediction

In survival analysis the way covariates act on the risk of an event often differs between early and late failure times, yet hazard- and mean-based summaries collapse this variation into a single number. Quantile-based modeling instead describes the full conditional distribution on the original time scale, but existing...

Shuaibin Huang, Zhe Qu, Zhaowei Hua et al. · 0 citations
Aug 2026

Multimodal Domain Generalization via Adaptive Dual-Objective Feature Learning

Adaptive Dual-Objective Feature Learning for Multimodal Domain Generalization (ADMMDG), a framework that separates feature learning into two complementary components: features that capture shared patterns with both modality and domain invariance, and modality specific features that preserve the unique characteristics o...

Hongzhao Li, Siwei Liu, Guohao Shen et al. · 0 citations

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