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Aaryan Ajay Sharma

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#machine learning Preprint Aug 2026

DARTS: Decoder-Aware Representation Tuning via Surgery for Model Merging

This work proposes Decoder-Aware Representation Tuning via Surgery (DARTS), which employs a novel entropy-weighted L1 loss to upweight correction at high-entropy positions where errors most affect generation quality, and a per-position additive bias that captures position-dependent error without overparameterization.

Aaryan Ajay Sharma, Sai Nishanth Padala, Seganrasan Subramanian · 0 citations