2025
MINGLE: Mixture of Null-Space Gated Low-Rank Experts for Test-Time Continual Model Merging
NeurIPS 2025poster
Continual model merging integrates independently fine-tuned models sequentially without access to the original training data, offering a scalable and efficient solution for continual learning. However, existing methods face two critical challenges: parameter interference among tasks, which leads to…