Author

Chang Zhou

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Preprint Aug 2026

TradingMoE: Routing the Right Experts in Evolving Markets

Large language models (LLMs) have shown strong potential for financial analysis and trading, but direct trading remains challenging because the predictive capabilities required can vary across assets, decision fields, and market conditions. Existing LLM-based trading systems either coordinate human-defined external exp...

Chang Zhou, Xingtong Yu, Minbin Huang et al. · 0 citations

#machine learning Oct 2025

MolGA: Molecular Graph Adaptation with Pre-trained 2D Graph Encoder

Molecular graph representation learning is widely used in chemical and biomedical research, and reusing widely available and well-validated pre-trained 2D encoders, while incorporating molecular domain knowledge during downstream adaptation, offers a more practical alternative.

Xingtong Yu, Chang Zhou, Xinming Zhang et al. · arXiv.org · 0 citations