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Author

Xiao-Kang Wang

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Book Open access Aug 2026

Causal-DFM: Diffusion-Based Causal-Invariant Dynamic Factor Model for Stock Return Prediction

The Causal-Invariant Dynamic Factor Model (Causal-DFM), a causality-inspired factor-based framework that encourages compact and stable return-relevant representations while suppressing environment-dependent variations, thereby improving robustness under distribution shift is proposed.

Zihao Yin, Yi-Han He, Xinghan Qin et al. · 0 citations
Aug 2026

SIAGXC: a prediction-augmented graph model on extreme multi-label classification

SIAGXC, a prediction-augmented graph framework for XMLC that leverages auxiliary relational signals derived from an upstream XMLC model, demonstrates that prediction-derived auxiliary relations provide an effective way to enhance graph-based XMLC.

Zihao Yin, Zhihai Wang, Xiao-Kang Wang et al. · 0 citations

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