ProtoKV：它和通用视觉自监督的关系在于：用 prototype bank 维护长视频语义-空间记忆，对视频 token 压缩和长期表征有参考价值
中高相关；详见方法、贡献和实验边界。
ProtoKV: Streaming Video Understanding under Delayed Query with Summary-State Memory arXiv new; ICML 2026; streaming video memory 原文链接
编号2606.26762优先级P2类别arXiv new; ICML 2026; streaming video memory会议arXiv new; ICML 2026; streaming video memory方法用 prototype bank 维护长视频语义-空间记忆，对视频 token 压缩和长期表征有参考价值来源arXiv / OpenReview
先说结论。它和通用视觉自监督的关系在于：用 prototype bank 维护长视频语义-空间记忆，对视频 token 压缩和长期表征有参考价值。 中高相关；详见方法、贡献和实验边界。
Figureure 3 · Query-delay robustness under matched token budgets in the online SVU sFigure 3. Query-delay robustness under matched token budgets in the online SVU setting. We apply a delayed-query sweep by setting $t _ { q } = t _ { 0 } + \Delta$ (minutes) and retain only retrospective query types whose answers are invariant to shifting $t _ { q } .$ For fair comparisons across $\Delta ,$ , we evaluate on the intersection subset that is valid for all delay values. We use token budget $| M | = 2 4 \mathrm { k \Omega }$ tokens for RVS-Ego and RVS-Movie, and |M| = 4k tokens for OVO-Bench.这张图/表用于判断 ProtoKV 的实验收益来自哪里。重点看替换、消融或跨模型设置下趋势是否一致，而不是只看单个最高分。Figureure 1 · Query delay in streaming video understandingFigure 1. Query delay in streaming video understanding. When the delay exceeds the near window, answering requires information preserved in far memory.这张图来自论文 PDF 的结构化抽取。当前用于辅助理解 ProtoKV 的方法或实验，请结合正文精读段落一起看。
核心问题
它和通用视觉自监督的关系在于：用 prototype bank 维护长视频语义-空间记忆，对视频 token 压缩和长期表征有参考价值。
方法拆解
用 prototype bank 维护长视频语义-空间记忆，对视频 token 压缩和长期表征有参考价值
