Author

Bo-Wen Li

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Open access Aug 2026

Routed Prototype Adapters for Federated Financial Return Prediction with Frozen LLMs

The results suggest that compositional shared adaptation with local residual personalization is a practical direction for financial LLM deployment under data-local, communication-constrained, and heterogeneous federated settings.

Bo-Wen Li, Si-Yuan Ma, Yang Liu · Electronics · 0 citations