Octopus: History-Free Gradient Orthogonalization for Continual Learning in Multimodal Large Language Models
arXiv:2605.14938v1 Announce Type: cross Abstract: Continual learning in multimodal large language models (MLLMs) aims to sequentially acquire knowledge while mitigating catastrophic forgetting, yet ex