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cs.LG2026
Reasoning Portability: Guiding Continual Learning for MLLMs in the RLVR Era
Qiuhe Hong, Yuyang Liu, Shuo Yang +3
Vision-Language Models in Continual Learning (VLM-CL) aim to continuously adapt to new multimodal tasks while retaining prior knowledge. The emerging paradigm that couples Multimod…
cs.LG2025
Stabilizing the Modality Gap: Null-Space Projected Continual Learning for Vision-Language Models
Tiantian Peng, Yuyang Liu, Shuo Yang +2
The modality gap is intrinsic to multimodal alignment, where embeddings from different modalities remain partially separated in a shared representation space. In continual learning…