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cs.LG 1

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2026 1

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CONDITIONAL 1

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Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport

cs.LG · 2026-08-11 · conditional · novelty 6.0

WFT approximates supervised fine-tuning for LLM personalization by transporting supervised residuals from author history to the current prompt through a dropout-estimated logit-space operator, without updating any weights.

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  • Weightless Fine-Tuning: Personalizing LLMs via Logit-Space Transport cs.LG · 2026-08-11 · conditional · none · ref 3

    WFT approximates supervised fine-tuning for LLM personalization by transporting supervised residuals from author history to the current prompt through a dropout-estimated logit-space operator, without updating any weights.