Salient Knowledge Pathways: Sparse Cross-Modal Routing for Efficient Knowledge-Intensive Multimodal Question Answering
显著知识路径：用于高效知识密集型多模态问答的稀疏跨模态路由
专题命中 多模态RAG ：dense retrieval(abstract)；分类 cs.AI
AI总结 研究知识密集型多模态问答，提出SKIP架构，通过问题引导视觉令牌修剪等方法，沿稀疏路径计算路由，结合自适应预算控制器，在五个基准测试中，以更少计算量和更低延迟达到或超越密集基线准确性。
Comments Accepted at the 43rd International Conference on Machine Learning (ICML 2026) Workshop on Efficient Multimodal Question Answering (EMM-QA), Seoul, South Korea. Copyright 2026 by the author(s). (Archival)
