MAGE (Mixture and Aggregation of General LoRA and Expert LoRA)

Newer alternatives

Recent methods in the same sub-problem, not yet superseded in the knowledge base.

• G2LoRAG2LoRA: Gradient Orthogonal Low-Rank Adaptation Framework for Graph Continual Learning on Text-Attributed Graphs
  Jun 1, 2026
• CoDyRATake Only What You Need: Rank Minimization as an Implicit Forgetting Regularizer in Continual Learning
  May 27, 2026
• Janus-LoRAJanus-LoRA: A Balanced Low-Rank Adaptation for Continual Learning
  May 27, 2026
• E^2-LoRAEnergy-Structured Low-Rank Adaptation for Continual Learning
  May 26, 2026
• Beyond Feature FusionBeyond Feature Fusion: Contextual Bayesian PEFT for Multimodal Uncertainty Estimation
  Apr 17, 2026
• Sequential Fine-Tuning with LoRASimple Recipe Works: Vision-Language-Action Models are Natural Continual Learners with Reinforcement Learning
  Mar 12, 2026
• MAGE (Mixture and Aggregation of General LoRA and Expert LoRA)Continual-NExT: A Unified Comprehension And Generation Continual Learning Framework
  Feb 20, 2026
• EWC-LoRARevisiting Weight Regularization for Low-Rank Continual Learning
  Feb 19, 2026
• PS-LoRA (Parameter Stability LoRA)Resolving Conflicts in Lifelong Learning via Aligning Updates in Subspaces
  Nov 28, 2025