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