continual learning 1large language models 1multimodal alignment 1parameter-efficient adaptation 1visual-language projection 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CV2026
Progressive Multimodal Alignment for Continual Instruction Tuning
Duzhen Zhang, Yahan Yu, Qiaoyi Su +2
The paper proposes Progressive Multimodal Alignment (PMA), a framework that adds expandable expert projectors and a routing mechanism to continually adapt visual-language alignment…
cs.CV2025
Revisiting Continual Semantic Segmentation with Pre-trained Vision Models
Duzhen Zhang, Yong Ren, Wei Cong +9
Continual Semantic Segmentation (CSS) seeks to incrementally learn to segment novel classes while preserving knowledge of previously encountered ones. Recent advancements in CSS ha…