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Preprint Aug 2026

CD-LoRA: Consistency-Driven Low-Rank Adaptation for Multi-Task Fine-Tuning

By eliminating routers entirely, CD-LoRA employs a consistency-driven alignment mechanism to enforce representation congruence across tasks in a shared low-rank space, which fosters robust, task-agnostic features without explicit partitioning overhead.

Qian Zha, Jinda Liu, Yuan Wu et al. · 1 citation

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