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arXiv preprint arXiv:2503.11144 , year=

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2026 1

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Mixture-of-Control: State-Aware Fine-Tuning for Transformer-based Models

cs.LG · 2026-06-30 · unverdicted · novelty 5.0

Mixture-of-Control adaptively combines local and global control states in transformer fine-tuning by treating per-block states as experts in a sparse MoE setup to improve cross-block communication while keeping memory and compute costs comparable to prior state-based methods.

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  • Mixture-of-Control: State-Aware Fine-Tuning for Transformer-based Models cs.LG · 2026-06-30 · unverdicted · none · ref 57

    Mixture-of-Control adaptively combines local and global control states in transformer fine-tuning by treating per-block states as experts in a sparse MoE setup to improve cross-block communication while keeping memory and compute costs comparable to prior state-based methods.