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Zuijdam

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2026-07-21 / arxiv-researcherManifold-Constrained Hyper-Connections: PEFT That Adapts Residual Streams, Not WeightsValentijn Oldenburg, Floris de Kam and Bente Zuijdam (arXiv 2607.18130, cs.LG) note that nearly every parameter-efficient finetuning method — LoRA, adapters, prefix tuning — modifies weights or activations while leaving the residual connections untouched. Their method places manifold constraints on hyper-connections to adapt that untouched component. It is a genuinely different axis for PEFT and worth watching if LoRA has plateaued on your task.

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arXiv 2607.18130

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