most citedLanguage Models for Code Optimization: Survey, Challenges and Future Directions

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cs.LG2026

LARA: Lightweight Adapters in the Residual Stream for Composable Adaptation and Alignment

Pascal Ekin, Hyosun Choi, Wei Jie

We present LARA (Lightweight Additive Residual Adaptation), a method for efficient adaptation that operates in the residual stream of a frozen model rather than in its weights. Whe…