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Oslo University Hospital Oslo, University of Oslo, The Arctic University of Norway Tromsø
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This work formalises a unified view of block redundancy that decouples the geometry from specific surrogate interventions and introduces Transformer-Within-Transformer (TWT), a post-hoc method that fuses contiguous groups of redundant layers into a single learned surrogate layer.