UniSpace: Unified Visual Representation and Scalable Multimodal Modeling

  • 类型:arxiv
  • 标识:2608.08676
  • 链接:https://arxiv.org/abs/2608.08676
  • 主分类:multimodal
  • 形态:method
  • 被引:0
  • 被引来源:Semantic Scholar + OpenAlex
  • S2被引:0
  • OpenAlex被引:0
  • 影响力被引:0
  • TLDR:Patch Reparameterization is introduced, which preserves the original semantic pathway while adding a reconstruction-aware patch embedding that provides fine-grained visual information to the same frozen ViT blocks, and preserves multimodal understanding while enabling high-fidelity image reconstruction and a favorable reconstruction--generation trade-off.
  • OpenAlex ID:W7202192819
  • OpenAlex DOI:10.48550/arxiv.2608.08676
  • DOI:10.48550/arxiv.2608.08676
  • DOI来源:OpenAlex
  • 开放获取:green
  • 开放获取链接:https://arxiv.org/pdf/2608.08676
  • OpenAlex更新:2026-08-31
  • 待LLM分类:否
  • 标题中文:UniSpace:统一视觉表征与可扩展多模态建模
  • TLDR中文:提出 Patch Reparameterization,在保留原始语义通路的同时,添加一个面向重构的 patch embedding,为同一组冻结的 ViT 块提供细粒度视觉信息,在保持多模态理解能力的同时实现高保真图像重构,并取得有利的重构—生成权衡。
  • 来源文件:
  • /inbox/tom/_candidates/2026-08-25-agent-rag-longcontext-candidates.json
  • [S2 enrich]
  • [OpenAlex backfill]