Adaptive Capacity Allocation for Vision Language Action Fine-tuning. - Donghoon Kim; Minji Bae; Unghui Nam; Gyeonghun Kim; Suyun Lee; Kyuhong Shim; Byonghyo Shim (CoRR, 2026)