Model-guided directed evolution seeks to identify high-fitness protein variants under limited oracle budgets. Protein language models (PLMs) provide rich representations for this task, but task-agnostic zero-shot scores can be misaligned with a target assay, while supervised search in high-dimensional embedding spaces...
Si-Yuan Ma, Can-Ran Xiao, Zi-Kai Xiao et al.· 0 citations
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
These results support an economical reusable causal interface within the tested operation banks, while keeping the claim explicitly conditional on the candidate architectures, interventions, and held-out futures.
Siyuan Ma, Yiqin Luo, Zhangji et al.· arXiv.org· 4 citations
FutureBridge is presented, which ranks joint LLM-SLM token candidates according to how well they support the SLM's subsequent reasoning, and indicates that token selection benefits from modeling whether the receiving SLM can use each candidate to continue reasoning, rather than relying on the LLM's local preference alo...
Quanquan Li, Hongbo Zhang, Yihe Chi et al.· 0 citations
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