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Author

Chen Liu

Yale University

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#machine learning Preprint Sep 2026

FORGE: Form-Optimal Routing of Grounded Evidence for Frozen LLM Agents

ForGE is proposed, a unified framework for adapting frozen models through per-query routing over a joint action space that spans both support form and thinking depth and improves accuracy at 42-45% lower token cost on both main hosts.

Xi Xiao, Yun-Bei Zhang, Chen Liu et al. · 0 citations
Open access Jul 2026

ImmunoFoundation: A Multimodal Deep Learning Approach to Immunogenicity Prediction 2310036

The ImmunoFoundation Model (IFM), a multimodal deep learning system that integrates not only peptide sequences, 3D molecular structures, and biochemical properties but also TCR-MHC-peptide to achieve superior immunogenicity prediction and enable peptide optimization for therapeutic applications is developed.

Smita Krishnaswamy, J. Rocha, Hiren Madhu et al. · 0 citations

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