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Yanning Zhang

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Aug 2026

Continual Low-Rank Adaptation Via Cumulative Unified Optimization.

This work reformulates LoRA-based CL as a consistent feature mapping problem that mimics the behavior of the joint-training upper bound, wherein a unified adaptation parameter matrix is learned to simultaneously capture the input-output relationships established by all task-specific LoRAs.

Yue Lu, Shizhou Zhang, De Cheng et al. · 0 citations

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