NH-LoRA: Future-Aware Structural Expansion of Low-Rank Adapters for Rehearsal-Free Class-Incremental Learning

A future-aware continual learning method that treats LoRA capacity as a structural decision, not a fixed adapter budget.

LoRAContinual LearningComputer VisionCIL

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