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Author

Xiang-Long Ma

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Conference Aug 2026

DTFNet: Dual-stage LSTM-Transformer fusion architecture for time series prediction

Time series prediction plays a vital role across numerous real-world domains. However, existing methods struggle to simultaneously capture short-term temporal dynamics and long-term dependencies. To overcome this limitation, this paper proposes a Dual-stage Temporal Fusion Network, termed DTFNet, which realizes multi-s...

Xiang-Long Ma, J. Sha, Xinling Wang et al. · 0 citations
Review Open access Sep 2026

Revisiting the immunosuppressive microenvironment in hepatocellular carcinoma: a functional taxonomy of immune cells and therapeutic targeting.

This review provides an integrated and conceptual analysis of the HCC immune landscape, delineating the mechanistic drivers underlying immune suppression, summarizes current immune-based classification frameworks, and dissects the context-dependent functions of key immune cell populations in tumor progression.

Jia-Qian Zhang, Si-Wen Li, Xiang-Long Ma et al. · 0 citations

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