Author

Xinyu Chen

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Open access Jul 2026

Analysis of Key Factors Controlling Fractured Wells Productivity in Tight Gas Condensate Reservoirs Based on Machine Learning Surrogate Models and SHAP

The integrated “parametric modeling–surrogate model construction—SHAP interpretability analysis” workflow provides a highly efficient, transparent, and physically insightful novel approach for the rapid optimization of fracturing designs and the mechanistic analysis of main productivity-controlling factors in tight con...

Xinyu Chen, Gang Luo, Yan Dong et al. · Processes · 0 citations

Jul 2026

VAIOM: Continuous-Input, Discrete-Output Decoder-Only Financial Sequence Modeling

Validation experiments show that continuous input improves over discrete-token input under the same categorical return objective, full-sequence supervision improves over last-position training, and auxiliary representation shaping together with a mixture-structured return head improves return likelihood in controlled c...

Yiming Ma, Xinyu Chen · arXiv.org · 0 citations