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Ya-Ling Shen

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#machine learning Preprint Sep 2026

The Missing Coefficients: Bayesian Pairwise Merging for Model Personalization

How can we personalize a shared expert library from a user's pairwise choices? Prior work can realize different reward trade-offs by merging reward-specialized experts, given a vector of trade-off weights. In practice, users can more naturally choose between outputs than specify numerical weights. The challenge is ther...

Ya-Ling Shen, Tong-Tong Wu, Si-Yuan Yan et al. · 0 citations