**Where to Connect? Boosting MLLMs via Dynamic Gated Pathways across ALL ViT and

**Where to Connect? Boosting MLLMs via Dynamic Gated Pathways across ALL ViT and LLM Layers**

> A central yet under-explored question in Multimodal Large Language Models (MLLMs) is where to connect---how visual information from a hierarchical vision encoder should be wired into the layer-wise semantics of a large language model. Mainstream MLLMs inject a fixed single-layer visual representation into the LLM and treat all LLM layers as a single consumer, ignoring that different layers demand different visual gra...

**来源信息**
- **来源**：HuggingFace Daily Papers（社区热门论文）
- **分类**：ai-models
- **发布时间**：2026-11-09 08:00（北京时间）
- **原文**：[打开原文](https://huggingface.co/papers/2611.06844)