Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning

arXiv:2603.00191 · cs.LG, cs.CV · Submitted 2026-02-27 · Read on arXiv

cs.LG, cs.CV

Submitted: 2026-02-27

Updated: 2026-10-14

Terminology

• Adaptation — 2× in this paper · explained in 1 episode
• Continual Learning — 2× in this paper · explained in 2 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Low-Rank Adaptation (LoRA) — 1× in this paper · explained in 10 episodes
• Parameter-Efficient Fine-Tuning — 1× in this paper · explained in 3 episodes
• Parameter-Efficient Fine-Tuning (PEFT) — 1× in this paper · explained in 4 episodes

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